{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **期末作业**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # 数据处理最重要的模块\n",
    "import pandas as pd # 数据处理最重要的模块\n",
    "import scipy.stats as stats # 统计模块\n",
    "import scipy\n",
    "# import pymysql  # 导入数据库模块\n",
    "\n",
    "from datetime import datetime # 时间模块\n",
    "import statsmodels.formula.api as smf  # OLS regression\n",
    "\n",
    "# import pyreadr # read RDS file\n",
    "\n",
    "from matplotlib import style\n",
    "import matplotlib.pyplot as plt  # 画图模块\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "from matplotlib.font_manager import FontProperties # 作图中文\n",
    "from pylab import mpl\n",
    "#mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "#plt.rcParams['font.family'] = 'Times New Roman'\n",
    "\n",
    "from pandas.tseries.offsets import MonthEnd\n",
    "\n",
    "#输出矢量图 渲染矢量图\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "from IPython.core.interactiveshell import InteractiveShell # jupyter运行输出的模块\n",
    "#显示每一个运行结果\n",
    "InteractiveShell.ast_node_interactivity = 'all'\n",
    "\n",
    "#设置行不限制数量\n",
    "#pd.set_option('display.max_rows',None)\n",
    "\n",
    "#设置列不限制数量\n",
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **1. 描述性统计**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据基本信息：\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1176 entries, 0 to 1175\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   month   1176 non-null   object \n",
      " 1   r       1176 non-null   float64\n",
      "dtypes: float64(1), object(1)\n",
      "memory usage: 18.5+ KB\n",
      "数据前几行内容信息：\n",
      "\tmonth\tr\n",
      "0\t1926-01-01\t0.000561\n",
      "1\t1926-02-01\t-0.033046\n",
      "2\t1926-03-01\t-0.064002\n",
      "3\t1926-04-01\t0.037029\n",
      "4\t1926-05-01\t0.012095\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 读取数据\n",
    "file_path = r\"D:\\桌面\\US stock market return.csv\"\n",
    "data = pd.read_csv(file_path)\n",
    "\n",
    "print('数据基本信息：')\n",
    "data.info()\n",
    "\n",
    "# 查看数据集行数和列数\n",
    "rows, columns = data.shape\n",
    "\n",
    "if rows < 100 and columns < 20:\n",
    "    # 短表数据（行数少于100且列数少于20）查看全量数据信息\n",
    "    print('数据全部内容信息：')\n",
    "    print(data.to_csv(sep='\\t', na_rep='nan'))\n",
    "else:\n",
    "    # 长表数据查看数据前几行信息\n",
    "    print('数据前几行内容信息：')\n",
    "    print(data.head().to_csv(sep='\\t', na_rep='nan'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将month列转换为日期时间类型\n",
    "data['month'] = pd.to_datetime(data['month'])\n",
    "\n",
    "# 按日期排序\n",
    "data.sort_values(by='month', inplace=True)\n",
    "\n",
    "# 将处理后的数据保存为csv文件\n",
    "csv_path = r'D:\\桌面\\US stock market return_sorted.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1176.000000\n",
       "mean        0.009298\n",
       "std         0.053350\n",
       "min        -0.291731\n",
       "25%        -0.018340\n",
       "50%         0.012866\n",
       "75%         0.039376\n",
       "max         0.394143\n",
       "Name: r, dtype: float64"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 描述性统计分析\n",
    "description = data['r'].describe()\n",
    "\n",
    "# 输出结果\n",
    "description"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **1.1. 描述性统计结果分析**\n",
    "样本数量（count）：样本数量为 1176 个，这表明我们有一定数量的数据点来进行分析，可以在一定程度上反映整体的市场收益率情况。\n",
    "均值（mean）：均值为 0.009298，说明平均来看，美国股票市场的月度收益率为 0.9298%，这是一个相对较小的正值，可能暗示着长期来看市场有一定的正向收益，但收益水平不是很高。\n",
    "标准差（std）：标准差为 0.053350，反映了数据的离散程度。较大的标准差表明美国股票市场收益率的波动较大，投资者面临的风险相对较高。\n",
    "最值（min 和 max）：最小值为 - 0.291731，最大值为 0.394143，这两个极端值之间的差距很大，进一步说明了市场收益率的波动剧烈，可能存在较大的市场风险或机遇。\n",
    "四分位数（25%、50%、75%）：25% 分位数为 - 0.018340，50% 分位数（中位数）为 0.012866，75% 分位数为 0.039376。这表明一半的数据集中在 - 0.018340 到 0.039376 之间，中位数略高于 0，说明中间水平的收益率为正，但有一半的数据在中位数以下，也有一定比例的负收益率情况。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **2. 统计检验**\n",
    "### 我将使用 Shapiro - Wilk 检验来检验美国股票市场收益率数据是否服从正态分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'统计量': 0.9210804883344336, 'p值': 2.5389090605350715e-24}"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.stats import shapiro\n",
    "\n",
    "# 进行Shapiro - Wilk检验\n",
    "stat, p = shapiro(data['r'])\n",
    "\n",
    "# 输出检验结果\n",
    "{'统计量': stat, 'p值': p}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **2.1. 统计检验结果分析**\n",
    "Shapiro - Wilk 检验结果：\n",
    "统计量（statistic）为 0.9210804883344336，这个值接近 1。在 Shapiro - Wilk 检验中，统计量越接近 1，说明数据越接近正态分布。\n",
    "p 值（p - value）为，这个 p 值非常小（远小于常见的显著性水平如 0.05 或 0.01）。根据假设检验的原理，当 p 值小于显著性水平时，我们拒绝原假设。在这里，原假设是数据服从正态分布。所以，我们有很强的证据拒绝美国股票市场收益率数据服从正态分布的假设。这意味着美国股票市场收益率数据可能不服从正态分布，可能具有偏态或者厚尾等非正态的特征。在进行后续的基于正态分布假设的统计分析（如参数检验）时，需要谨慎考虑，可能更适合采用非参数检验方法或者对数据进行适当的转换（如对数转换等）以使其更接近正态分布。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **3. 图表展示**\n",
    "### 首先，我将绘制美国股票市场收益率的直方图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  1.,   0.,   2.,   2.,   3.,   2.,   6.,   9.,  20.,  38.,  72.,\n",
       "        149., 201., 266., 209., 126.,  40.,  12.,  10.,   2.,   1.,   0.,\n",
       "          1.,   1.,   0.,   0.,   0.,   1.,   0.,   2.]),\n",
       " array([-0.291731  , -0.26886853, -0.24600607, -0.2231436 , -0.20028113,\n",
       "        -0.17741867, -0.1545562 , -0.13169373, -0.10883127, -0.0859688 ,\n",
       "        -0.06310633, -0.04024387, -0.0173814 ,  0.00548107,  0.02834353,\n",
       "         0.051206  ,  0.07406847,  0.09693093,  0.1197934 ,  0.14265587,\n",
       "         0.16551833,  0.1883808 ,  0.21124327,  0.23410573,  0.2569682 ,\n",
       "         0.27983067,  0.30269313,  0.3255556 ,  0.34841807,  0.37128053,\n",
       "         0.394143  ]),\n",
       " <BarContainer object of 30 artists>)"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Return')"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(array([-0.4, -0.3, -0.2, -0.1,  0. ,  0.1,  0.2,  0.3,  0.4,  0.5]),\n",
       " [Text(-0.4, 0, '−0.4'),\n",
       "  Text(-0.30000000000000004, 0, '−0.3'),\n",
       "  Text(-0.2, 0, '−0.2'),\n",
       "  Text(-0.09999999999999998, 0, '−0.1'),\n",
       "  Text(0.0, 0, '0.0'),\n",
       "  Text(0.09999999999999998, 0, '0.1'),\n",
       "  Text(0.20000000000000007, 0, '0.2'),\n",
       "  Text(0.30000000000000004, 0, '0.3'),\n",
       "  Text(0.4, 0, '0.4'),\n",
       "  Text(0.5, 0, '0.5')])"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Time')"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Histogram of the return rate of the US stock market')"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"411.285625pt\" height=\"340.322259pt\" viewBox=\"0 0 411.285625 340.322259\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-12-31T20:21:57.424366</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 340.322259 \n",
       "L 411.285625 340.322259 \n",
       "L 411.285625 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 46.965625 288.430125 \n",
       "L 404.085625 288.430125 \n",
       "L 404.085625 22.318125 \n",
       "L 46.965625 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 63.198352 288.430125 \n",
       "L 74.02017 288.430125 \n",
       "L 74.02017 287.477343 \n",
       "L 63.198352 287.477343 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 74.02017 288.430125 \n",
       "L 84.841989 288.430125 \n",
       "L 84.841989 288.430125 \n",
       "L 74.02017 288.430125 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 84.841989 288.430125 \n",
       "L 95.663807 288.430125 \n",
       "L 95.663807 286.524561 \n",
       "L 84.841989 286.524561 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 95.663807 288.430125 \n",
       "L 106.485625 288.430125 \n",
       "L 106.485625 286.524561 \n",
       "L 95.663807 286.524561 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 106.485625 288.430125 \n",
       "L 117.307443 288.430125 \n",
       "L 117.307443 285.571779 \n",
       "L 106.485625 285.571779 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 117.307443 288.430125 \n",
       "L 128.129261 288.430125 \n",
       "L 128.129261 286.524561 \n",
       "L 117.307443 286.524561 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 128.129261 288.430125 \n",
       "L 138.95108 288.430125 \n",
       "L 138.95108 282.713433 \n",
       "L 128.129261 282.713433 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 138.95108 288.430125 \n",
       "L 149.772898 288.430125 \n",
       "L 149.772898 279.855087 \n",
       "L 138.95108 279.855087 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 149.772898 288.430125 \n",
       "L 160.594716 288.430125 \n",
       "L 160.594716 269.374486 \n",
       "L 149.772898 269.374486 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_12\">\n",
       "    <path d=\"M 160.594716 288.430125 \n",
       "L 171.416534 288.430125 \n",
       "L 171.416534 252.224411 \n",
       "L 160.594716 252.224411 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_13\">\n",
       "    <path d=\"M 171.416534 288.430125 \n",
       "L 182.238352 288.430125 \n",
       "L 182.238352 219.829824 \n",
       "L 171.416534 219.829824 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_14\">\n",
       "    <path d=\"M 182.238352 288.430125 \n",
       "L 193.06017 288.430125 \n",
       "L 193.06017 146.465614 \n",
       "L 182.238352 146.465614 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_15\">\n",
       "    <path d=\"M 193.06017 288.430125 \n",
       "L 203.881989 288.430125 \n",
       "L 203.881989 96.920952 \n",
       "L 193.06017 96.920952 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_16\">\n",
       "    <path d=\"M 203.881989 288.430125 \n",
       "L 214.703807 288.430125 \n",
       "L 214.703807 34.990125 \n",
       "L 203.881989 34.990125 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_17\">\n",
       "    <path d=\"M 214.703807 288.430125 \n",
       "L 225.525625 288.430125 \n",
       "L 225.525625 89.298696 \n",
       "L 214.703807 89.298696 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_18\">\n",
       "    <path d=\"M 225.525625 288.430125 \n",
       "L 236.347443 288.430125 \n",
       "L 236.347443 168.379599 \n",
       "L 225.525625 168.379599 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_19\">\n",
       "    <path d=\"M 236.347443 288.430125 \n",
       "L 247.169261 288.430125 \n",
       "L 247.169261 250.318847 \n",
       "L 236.347443 250.318847 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_20\">\n",
       "    <path d=\"M 247.169261 288.430125 \n",
       "L 257.99108 288.430125 \n",
       "L 257.99108 276.996742 \n",
       "L 247.169261 276.996742 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_21\">\n",
       "    <path d=\"M 257.99108 288.430125 \n",
       "L 268.812898 288.430125 \n",
       "L 268.812898 278.902305 \n",
       "L 257.99108 278.902305 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_22\">\n",
       "    <path d=\"M 268.812898 288.430125 \n",
       "L 279.634716 288.430125 \n",
       "L 279.634716 286.524561 \n",
       "L 268.812898 286.524561 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_23\">\n",
       "    <path d=\"M 279.634716 288.430125 \n",
       "L 290.456534 288.430125 \n",
       "L 290.456534 287.477343 \n",
       "L 279.634716 287.477343 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_24\">\n",
       "    <path d=\"M 290.456534 288.430125 \n",
       "L 301.278352 288.430125 \n",
       "L 301.278352 288.430125 \n",
       "L 290.456534 288.430125 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_25\">\n",
       "    <path d=\"M 301.278352 288.430125 \n",
       "L 312.10017 288.430125 \n",
       "L 312.10017 287.477343 \n",
       "L 301.278352 287.477343 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_26\">\n",
       "    <path d=\"M 312.10017 288.430125 \n",
       "L 322.921989 288.430125 \n",
       "L 322.921989 287.477343 \n",
       "L 312.10017 287.477343 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_27\">\n",
       "    <path d=\"M 322.921989 288.430125 \n",
       "L 333.743807 288.430125 \n",
       "L 333.743807 288.430125 \n",
       "L 322.921989 288.430125 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_28\">\n",
       "    <path d=\"M 333.743807 288.430125 \n",
       "L 344.565625 288.430125 \n",
       "L 344.565625 288.430125 \n",
       "L 333.743807 288.430125 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_29\">\n",
       "    <path d=\"M 344.565625 288.430125 \n",
       "L 355.387443 288.430125 \n",
       "L 355.387443 288.430125 \n",
       "L 344.565625 288.430125 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_30\">\n",
       "    <path d=\"M 355.387443 288.430125 \n",
       "L 366.209261 288.430125 \n",
       "L 366.209261 287.477343 \n",
       "L 355.387443 287.477343 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_31\">\n",
       "    <path d=\"M 366.209261 288.430125 \n",
       "L 377.03108 288.430125 \n",
       "L 377.03108 288.430125 \n",
       "L 366.209261 288.430125 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_32\">\n",
       "    <path d=\"M 377.03108 288.430125 \n",
       "L 387.852898 288.430125 \n",
       "L 387.852898 286.524561 \n",
       "L 377.03108 286.524561 \n",
       "z\n",
       "\" clip-path=\"url(#pde56974895)\" style=\"fill: #1f77b4; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m9dc603082a\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9dc603082a\" x=\"59.284268\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- −0.3 -->\n",
       "      <g transform=\"translate(52.65017 317.973573) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9dc603082a\" x=\"106.618698\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- −0.2 -->\n",
       "      <g transform=\"translate(99.9846 317.973573) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9dc603082a\" x=\"153.953127\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- −0.1 -->\n",
       "      <g transform=\"translate(147.31903 317.973573) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9dc603082a\" x=\"201.287557\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(197.616126 312.048239) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9dc603082a\" x=\"248.621987\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 0.1 -->\n",
       "      <g transform=\"translate(244.950556 312.048239) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9dc603082a\" x=\"295.956416\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(292.284985 312.048239) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9dc603082a\" x=\"343.290846\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 0.3 -->\n",
       "      <g transform=\"translate(339.619415 312.048239) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m9dc603082a\" x=\"390.625275\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(386.953844 312.048239) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_9\">\n",
       "     <!-- Return -->\n",
       "     <g transform=\"translate(208.934219 331.042572) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"64.982422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"126.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"165.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"229.09375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"268.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <defs>\n",
       "       <path id=\"m392a0cb675\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m392a0cb675\" x=\"46.965625\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(33.603125 292.229344) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m392a0cb675\" x=\"46.965625\" y=\"240.791027\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 50 -->\n",
       "      <g transform=\"translate(27.240625 244.590246) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m392a0cb675\" x=\"46.965625\" y=\"193.15193\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 100 -->\n",
       "      <g transform=\"translate(20.878125 196.951148) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m392a0cb675\" x=\"46.965625\" y=\"145.512832\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 150 -->\n",
       "      <g transform=\"translate(20.878125 149.312051) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m392a0cb675\" x=\"46.965625\" y=\"97.873734\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 200 -->\n",
       "      <g transform=\"translate(20.878125 101.672953) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m392a0cb675\" x=\"46.965625\" y=\"50.234636\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 250 -->\n",
       "      <g transform=\"translate(20.878125 54.033855) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- Time -->\n",
       "     <g transform=\"translate(14.798438 167.607719) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-54\" d=\"M -19 4666 \n",
       "L 3928 4666 \n",
       "L 3928 4134 \n",
       "L 2272 4134 \n",
       "L 2272 0 \n",
       "L 1638 0 \n",
       "L 1638 4134 \n",
       "L -19 4134 \n",
       "L -19 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-54\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"57.958984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6d\" x=\"85.742188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"183.154297\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_33\">\n",
       "    <path d=\"M 46.965625 288.430125 \n",
       "L 46.965625 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_34\">\n",
       "    <path d=\"M 404.085625 288.430125 \n",
       "L 404.085625 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_35\">\n",
       "    <path d=\"M 46.965625 288.430125 \n",
       "L 404.085625 288.430125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_36\">\n",
       "    <path d=\"M 46.965625 22.318125 \n",
       "L 404.085625 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_17\">\n",
       "    <!-- Histogram of the return rate of the US stock market -->\n",
       "    <g transform=\"translate(70.0375 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-48\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 2753 \n",
       "L 3553 2753 \n",
       "L 3553 4666 \n",
       "L 4184 4666 \n",
       "L 4184 0 \n",
       "L 3553 0 \n",
       "L 3553 2222 \n",
       "L 1259 2222 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-55\" d=\"M 556 4666 \n",
       "L 1191 4666 \n",
       "L 1191 1831 \n",
       "Q 1191 1081 1462 751 \n",
       "Q 1734 422 2344 422 \n",
       "Q 2950 422 3222 751 \n",
       "Q 3494 1081 3494 1831 \n",
       "L 3494 4666 \n",
       "L 4128 4666 \n",
       "L 4128 1753 \n",
       "Q 4128 841 3676 375 \n",
       "Q 3225 -91 2344 -91 \n",
       "Q 1459 -91 1007 375 \n",
       "Q 556 841 556 1753 \n",
       "L 556 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-48\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"75.195312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"102.978516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"155.078125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"194.287109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-67\" x=\"255.46875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"318.945312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"360.058594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"421.337891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"518.75\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"550.537109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"611.71875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"646.923828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"678.710938\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"717.919922\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"781.298828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"842.822266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"874.609375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"913.472656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"974.996094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"1014.205078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1077.583984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1116.947266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1180.326172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1212.113281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1253.226562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1314.505859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1353.714844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1415.238281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1447.025391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"1508.207031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1543.412109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1575.199219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"1614.408203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1677.787109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1739.310547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-55\" x=\"1771.097656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"1844.291016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1907.767578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"1939.554688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1991.654297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"2030.863281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"2092.044922\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"2147.025391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2204.935547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"2236.722656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"2334.134766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"2395.414062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"2436.527344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2490.8125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2552.335938\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pde56974895\">\n",
       "   <rect x=\"46.965625\" y=\"22.318125\" width=\"357.12\" height=\"266.112\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置图片清晰度\n",
    "plt.rcParams['figure.dpi'] = 300\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['WenQuanYi Zen Hei']\n",
    "\n",
    "# 绘制直方图\n",
    "plt.hist(data['r'], bins=30, edgecolor='black')\n",
    "plt.xlabel('Return')\n",
    "plt.xticks(rotation=45)\n",
    "plt.ylabel('Time')\n",
    "plt.title('Histogram of the return rate of the US stock market')\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 接下来，我将绘制美国股票市场收益率的时序折线图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x247a8471e80>]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Time')"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(array([-18263., -10958.,  -3653.,   3652.,  10957.,  18262.,  25567.]),\n",
       " [Text(-18263.0, 0, '1920'),\n",
       "  Text(-10958.0, 0, '1940'),\n",
       "  Text(-3653.0, 0, '1960'),\n",
       "  Text(3652.0, 0, '1980'),\n",
       "  Text(10957.0, 0, '2000'),\n",
       "  Text(18262.0, 0, '2020'),\n",
       "  Text(25567.0, 0, '2040')])"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Return')"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Time series line chart of the return rate of the US stock market')"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"426.87875pt\" height=\"341.147585pt\" viewBox=\"0 0 426.87875 341.147585\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-12-31T20:21:58.045383</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 341.147585 \n",
       "L 426.87875 341.147585 \n",
       "L 426.87875 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 52.160938 288.430125 \n",
       "L 409.280938 288.430125 \n",
       "L 409.280938 22.318125 \n",
       "L 52.160938 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m17490d1fb7\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m17490d1fb7\" x=\"114.809197\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1940 -->\n",
       "      <g transform=\"translate(107.762436 318.798899) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m17490d1fb7\" x=\"181.123585\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1960 -->\n",
       "      <g transform=\"translate(174.076824 318.798899) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m17490d1fb7\" x=\"247.437973\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1980 -->\n",
       "      <g transform=\"translate(240.391212 318.798899) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m17490d1fb7\" x=\"313.752361\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(306.7056 318.798899) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m17490d1fb7\" x=\"380.066749\" y=\"288.430125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(373.019988 318.798899) rotate(-45) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_6\">\n",
       "     <!-- Time -->\n",
       "     <g transform=\"translate(218.487344 331.867898) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-54\" d=\"M -19 4666 \n",
       "L 3928 4666 \n",
       "L 3928 4134 \n",
       "L 2272 4134 \n",
       "L 2272 0 \n",
       "L 1638 0 \n",
       "L 1638 4134 \n",
       "L -19 4134 \n",
       "L -19 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-54\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"57.958984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6d\" x=\"85.742188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"183.154297\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <defs>\n",
       "       <path id=\"mf94baf94ea\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf94baf94ea\" x=\"52.160938\" y=\"279.250749\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- −0.3 -->\n",
       "      <g transform=\"translate(20.878125 283.049968) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf94baf94ea\" x=\"52.160938\" y=\"243.978964\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- −0.2 -->\n",
       "      <g transform=\"translate(20.878125 247.778183) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf94baf94ea\" x=\"52.160938\" y=\"208.70718\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- −0.1 -->\n",
       "      <g transform=\"translate(20.878125 212.506398) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf94baf94ea\" x=\"52.160938\" y=\"173.435395\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(29.257812 177.234614) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf94baf94ea\" x=\"52.160938\" y=\"138.16361\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.1 -->\n",
       "      <g transform=\"translate(29.257812 141.962829) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf94baf94ea\" x=\"52.160938\" y=\"102.891826\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(29.257812 106.691045) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf94baf94ea\" x=\"52.160938\" y=\"67.620041\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 0.3 -->\n",
       "      <g transform=\"translate(29.257812 71.41926) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf94baf94ea\" x=\"52.160938\" y=\"32.348257\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(29.257812 36.147475) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- Return -->\n",
       "     <g transform=\"translate(14.798437 171.965531) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"64.982422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"126.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"165.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"229.09375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"268.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path d=\"M 68.393665 173.23752 \n",
       "L 68.929264 196.010043 \n",
       "L 69.21068 160.374606 \n",
       "L 69.483018 169.169273 \n",
       "L 69.764434 154.507145 \n",
       "L 70.036773 162.356175 \n",
       "L 70.318189 163.331087 \n",
       "L 70.599605 171.394217 \n",
       "L 70.871944 183.662802 \n",
       "L 71.15336 163.36389 \n",
       "L 71.425698 163.132154 \n",
       "L 71.707115 172.583229 \n",
       "L 71.988531 157.432586 \n",
       "L 72.242713 172.110587 \n",
       "L 72.52413 170.887009 \n",
       "L 72.796468 153.057827 \n",
       "L 73.077884 180.873156 \n",
       "L 73.350223 146.883148 \n",
       "L 73.631639 165.502771 \n",
       "L 73.913055 155.826309 \n",
       "L 74.185394 187.815702 \n",
       "L 74.46681 149.2908 \n",
       "L 74.739148 165.047059 \n",
       "L 75.020565 174.613473 \n",
       "L 75.301981 178.542044 \n",
       "L 75.565241 141.52219 \n",
       "L 75.846658 157.970128 \n",
       "L 76.118996 167.195816 \n",
       "L 76.400412 189.394114 \n",
       "L 76.954167 148.672486 \n",
       "L 77.235583 162.325488 \n",
       "L 77.507922 166.653336 \n",
       "L 77.789338 130.580177 \n",
       "L 78.061676 171.475342 \n",
       "L 78.343092 154.411558 \n",
       "L 78.624509 173.592707 \n",
       "L 78.878691 176.189416 \n",
       "L 79.160107 167.376055 \n",
       "L 79.432446 194.571307 \n",
       "L 79.713862 137.608785 \n",
       "L 79.9862 157.225188 \n",
       "L 80.267617 143.333396 \n",
       "L 80.821371 242.809352 \n",
       "L 81.102788 217.106097 \n",
       "L 81.375126 167.65435 \n",
       "L 81.656542 152.834204 \n",
       "L 81.937959 163.473938 \n",
       "L 82.192141 147.111709 \n",
       "L 82.473557 180.680572 \n",
       "L 82.745896 178.376972 \n",
       "L 83.027312 229.863196 \n",
       "L 83.29965 158.633943 \n",
       "L 83.581067 172.14339 \n",
       "L 83.862483 217.456346 \n",
       "L 84.134821 203.973353 \n",
       "L 84.416238 183.3316 \n",
       "L 84.688576 200.855328 \n",
       "L 84.969992 150.939051 \n",
       "L 85.251409 134.744011 \n",
       "L 85.505591 195.609355 \n",
       "L 86.059346 220.641741 \n",
       "L 86.340762 123.934973 \n",
       "L 86.6131 196.869263 \n",
       "L 86.894517 172.349729 \n",
       "L 87.175933 276.334125 \n",
       "L 87.448271 144.685716 \n",
       "L 87.729688 204.616358 \n",
       "L 88.002026 221.042075 \n",
       "L 88.283442 177.150925 \n",
       "L 88.564858 153.096626 \n",
       "L 88.828119 212.445636 \n",
       "L 89.109535 236.718973 \n",
       "L 89.381874 246.165109 \n",
       "L 89.66329 174.948202 \n",
       "L 89.935628 53.28453 \n",
       "L 90.217044 42.44022 \n",
       "L 90.498461 183.540409 \n",
       "L 90.770799 220.189204 \n",
       "L 91.052215 193.984737 \n",
       "L 91.324554 157.483025 \n",
       "L 91.60597 169.974175 \n",
       "L 91.887386 227.47318 \n",
       "L 92.141569 161.758671 \n",
       "L 92.422985 34.414125 \n",
       "L 92.695323 98.214434 \n",
       "L 92.97674 126.395532 \n",
       "L 93.249078 207.416585 \n",
       "L 93.530494 130.656011 \n",
       "L 93.811911 210.765641 \n",
       "L 94.084249 202.940243 \n",
       "L 94.365665 138.200293 \n",
       "L 94.638004 167.130211 \n",
       "L 94.91942 128.718179 \n",
       "L 95.200836 182.001853 \n",
       "L 95.455019 171.874619 \n",
       "L 95.736435 179.906004 \n",
       "L 96.008773 198.927372 \n",
       "L 96.29019 164.496114 \n",
       "L 96.562528 212.009677 \n",
       "L 96.843944 153.315311 \n",
       "L 97.125361 174.268515 \n",
       "L 97.397699 180.099999 \n",
       "L 97.679115 144.479023 \n",
       "L 97.951454 172.181836 \n",
       "L 98.23287 185.221815 \n",
       "L 98.514286 180.29999 \n",
       "L 98.768469 186.137823 \n",
       "L 99.049885 141.53136 \n",
       "L 99.322223 161.245114 \n",
       "L 99.875978 147.27784 \n",
       "L 100.157394 163.99208 \n",
       "L 100.43881 164.23863 \n",
       "L 100.711149 148.943021 \n",
       "L 100.992565 154.786497 \n",
       "L 101.264903 156.883757 \n",
       "L 101.54632 148.900694 \n",
       "L 101.827736 164.475656 \n",
       "L 102.090996 170.524415 \n",
       "L 102.372413 202.175198 \n",
       "L 102.644751 155.0789 \n",
       "L 102.926167 164.733493 \n",
       "L 103.198506 150.172242 \n",
       "L 103.479922 169.573135 \n",
       "L 103.761338 169.238405 \n",
       "L 104.033677 148.750084 \n",
       "L 104.587431 172.449196 \n",
       "L 104.868848 161.704705 \n",
       "L 105.404446 174.39902 \n",
       "L 105.685863 200.035964 \n",
       "L 105.958201 175.923467 \n",
       "L 106.239617 188.16066 \n",
       "L 106.511956 141.787786 \n",
       "L 107.074788 221.624765 \n",
       "L 107.347127 207.225059 \n",
       "L 107.628543 202.72967 \n",
       "L 108.463714 152.973175 \n",
       "L 108.717896 257.528973 \n",
       "L 108.999313 121.95164 \n",
       "L 109.271651 187.210085 \n",
       "L 109.553067 89.518881 \n",
       "L 109.825406 148.005496 \n",
       "L 110.106822 183.007805 \n",
       "L 110.388238 170.291974 \n",
       "L 110.660576 145.596434 \n",
       "L 110.941993 179.856976 \n",
       "L 111.214331 158.649816 \n",
       "L 111.495747 194.732851 \n",
       "L 111.777164 161.000327 \n",
       "L 112.031346 216.017962 \n",
       "L 112.585101 149.108092 \n",
       "L 112.866517 192.350242 \n",
       "L 113.138855 137.372464 \n",
       "L 113.420272 197.160608 \n",
       "L 113.701688 116.360357 \n",
       "L 113.974026 174.913636 \n",
       "L 114.255443 186.532161 \n",
       "L 114.527781 162.964613 \n",
       "L 114.809197 181.976458 \n",
       "L 115.090614 168.229985 \n",
       "L 115.353874 166.859676 \n",
       "L 115.63529 173.14017 \n",
       "L 115.907629 251.425543 \n",
       "L 116.189045 149.854091 \n",
       "L 116.461383 162.175583 \n",
       "L 116.7428 164.865762 \n",
       "L 117.024216 165.281264 \n",
       "L 117.296554 162.803421 \n",
       "L 117.577971 179.344124 \n",
       "L 117.850309 171.112395 \n",
       "L 118.131725 187.976894 \n",
       "L 118.667324 170.079285 \n",
       "L 118.94874 192.488508 \n",
       "L 119.502495 152.803165 \n",
       "L 119.774833 152.433516 \n",
       "L 120.05625 173.843137 \n",
       "L 120.337666 176.119931 \n",
       "L 120.610004 192.10334 \n",
       "L 120.89142 180.585338 \n",
       "L 121.163759 189.904497 \n",
       "L 121.445175 170.268341 \n",
       "L 121.980774 196.412846 \n",
       "L 122.26219 188.807897 \n",
       "L 122.534528 152.210951 \n",
       "L 122.815945 164.345151 \n",
       "L 123.088283 160.975284 \n",
       "L 123.369699 166.942565 \n",
       "L 123.651116 163.887676 \n",
       "L 123.923454 149.066824 \n",
       "L 124.20487 173.020246 \n",
       "L 124.477209 155.344497 \n",
       "L 124.758625 147.552254 \n",
       "L 125.040041 152.103725 \n",
       "L 125.294224 151.639548 \n",
       "L 125.57564 170.848915 \n",
       "L 125.847978 153.280392 \n",
       "L 126.129395 167.315388 \n",
       "L 126.401733 190.27873 \n",
       "L 126.683149 168.693456 \n",
       "L 126.964566 164.943007 \n",
       "L 127.51832 194.564252 \n",
       "L 127.790659 150.784913 \n",
       "L 128.072075 167.075892 \n",
       "L 128.353491 172.215344 \n",
       "L 128.616752 164.699279 \n",
       "L 128.898168 179.249596 \n",
       "L 129.170506 155.478882 \n",
       "L 129.451923 153.386207 \n",
       "L 129.724261 178.79459 \n",
       "L 130.005677 167.934055 \n",
       "L 130.287093 173.275614 \n",
       "L 130.559432 172.687986 \n",
       "L 130.840848 167.556294 \n",
       "L 131.113186 158.949273 \n",
       "L 131.394603 166.304146 \n",
       "L 131.676019 150.693206 \n",
       "L 131.930202 187.253822 \n",
       "L 132.211618 145.841572 \n",
       "L 132.483956 167.021221 \n",
       "L 132.765372 171.786086 \n",
       "L 133.037711 181.218467 \n",
       "L 133.319127 151.628261 \n",
       "L 133.872882 159.767931 \n",
       "L 134.154298 154.085647 \n",
       "L 134.426636 168.849005 \n",
       "L 134.708053 151.072378 \n",
       "L 134.989469 193.983679 \n",
       "L 135.243651 152.99857 \n",
       "L 135.525068 158.517899 \n",
       "L 135.797406 159.257901 \n",
       "L 136.078822 187.074289 \n",
       "L 136.351161 182.715049 \n",
       "L 136.913993 209.420728 \n",
       "L 137.186332 178.431291 \n",
       "L 137.467748 173.189551 \n",
       "L 137.740086 155.742715 \n",
       "L 138.302919 177.347389 \n",
       "L 138.557101 179.357528 \n",
       "L 138.838518 190.259331 \n",
       "L 139.110856 176.830304 \n",
       "L 139.392272 154.661635 \n",
       "L 139.664611 158.851218 \n",
       "L 139.946027 179.557519 \n",
       "L 140.227443 175.081529 \n",
       "L 140.499782 164.677058 \n",
       "L 140.781198 180.048855 \n",
       "L 141.053536 162.604135 \n",
       "L 141.334952 186.806223 \n",
       "L 141.616369 188.751109 \n",
       "L 141.879629 144.291025 \n",
       "L 142.161045 159.986969 \n",
       "L 142.433384 147.221757 \n",
       "L 142.987138 191.17287 \n",
       "L 143.268555 172.10847 \n",
       "L 143.549971 183.950972 \n",
       "L 143.822309 152.160865 \n",
       "L 144.103726 205.912596 \n",
       "L 144.376064 161.948786 \n",
       "L 144.938897 183.61201 \n",
       "L 145.193079 158.784554 \n",
       "L 145.474495 179.77444 \n",
       "L 145.746834 183.483621 \n",
       "L 146.02825 172.66647 \n",
       "L 146.300588 153.550221 \n",
       "L 146.582005 163.941641 \n",
       "L 146.863421 162.119501 \n",
       "L 147.135759 162.218615 \n",
       "L 147.417176 166.89777 \n",
       "L 147.689514 154.999891 \n",
       "L 147.97093 167.169715 \n",
       "L 148.506529 168.941064 \n",
       "L 148.787945 159.087538 \n",
       "L 149.060284 157.85479 \n",
       "L 149.3417 193.899379 \n",
       "L 149.614038 167.748878 \n",
       "L 149.895455 155.490875 \n",
       "L 150.176871 156.136701 \n",
       "L 150.449209 173.853013 \n",
       "L 151.002964 152.996807 \n",
       "L 151.28438 152.718512 \n",
       "L 151.819979 180.883032 \n",
       "L 152.101395 155.777987 \n",
       "L 152.373734 181.358849 \n",
       "L 152.65515 182.44134 \n",
       "L 152.927488 148.176917 \n",
       "L 153.490321 170.230248 \n",
       "L 153.762659 181.417047 \n",
       "L 154.316414 160.996447 \n",
       "L 154.59783 167.438486 \n",
       "L 154.879246 182.303074 \n",
       "L 155.142507 157.256227 \n",
       "L 155.423923 190.770772 \n",
       "L 155.696261 161.849672 \n",
       "L 155.977678 159.476586 \n",
       "L 156.531432 175.810244 \n",
       "L 156.812849 180.188884 \n",
       "L 157.085187 175.307974 \n",
       "L 157.366603 152.502649 \n",
       "L 157.920358 174.015263 \n",
       "L 158.201774 174.077342 \n",
       "L 158.737373 183.207443 \n",
       "L 159.009711 170.994235 \n",
       "L 159.291128 179.211855 \n",
       "L 159.563466 164.578297 \n",
       "L 159.844882 188.974732 \n",
       "L 160.398637 156.673185 \n",
       "L 160.680053 163.382584 \n",
       "L 160.952392 173.196252 \n",
       "L 161.233808 154.839405 \n",
       "L 161.515224 167.244844 \n",
       "L 161.769407 160.25186 \n",
       "L 162.050823 158.211387 \n",
       "L 162.323161 162.252828 \n",
       "L 162.604578 169.357977 \n",
       "L 162.876916 155.563887 \n",
       "L 163.158332 181.464311 \n",
       "L 163.439748 150.638182 \n",
       "L 163.712087 179.155068 \n",
       "L 163.993503 139.790698 \n",
       "L 164.547258 171.02351 \n",
       "L 164.828674 162.37628 \n",
       "L 165.082856 173.786349 \n",
       "L 165.364273 162.024267 \n",
       "L 165.636611 169.191141 \n",
       "L 165.918027 150.117924 \n",
       "L 166.190366 166.29427 \n",
       "L 166.471782 171.955038 \n",
       "L 166.753198 174.144005 \n",
       "L 167.025537 182.518585 \n",
       "L 167.306953 148.08768 \n",
       "L 167.860708 183.353468 \n",
       "L 168.142124 159.464241 \n",
       "L 168.405384 149.289742 \n",
       "L 168.959139 190.827559 \n",
       "L 169.240555 160.296303 \n",
       "L 169.512894 155.506747 \n",
       "L 169.79431 183.953441 \n",
       "L 170.075726 190.933022 \n",
       "L 170.348065 170.863376 \n",
       "L 170.629481 171.785381 \n",
       "L 170.901819 161.105437 \n",
       "L 171.183236 184.765045 \n",
       "L 171.464652 180.032277 \n",
       "L 171.718834 164.930662 \n",
       "L 172.000251 157.499955 \n",
       "L 172.272589 160.498057 \n",
       "L 172.554005 175.218031 \n",
       "L 172.826344 170.282803 \n",
       "L 173.10776 191.089276 \n",
       "L 173.389176 193.747005 \n",
       "L 173.661514 187.985359 \n",
       "L 173.942931 164.404055 \n",
       "L 174.215269 186.612934 \n",
       "L 174.496685 155.942353 \n",
       "L 174.778102 178.464093 \n",
       "L 175.032284 161.548804 \n",
       "L 175.3137 162.560046 \n",
       "L 175.586039 164.764885 \n",
       "L 175.867455 163.032688 \n",
       "L 176.139793 157.618116 \n",
       "L 176.42121 166.669914 \n",
       "L 176.702626 156.26509 \n",
       "L 176.974964 163.847113 \n",
       "L 177.256381 162.638702 \n",
       "L 177.528719 154.70643 \n",
       "L 177.810135 170.218608 \n",
       "L 178.091552 169.477901 \n",
       "L 178.345734 171.788555 \n",
       "L 178.62715 160.067741 \n",
       "L 179.180905 173.196958 \n",
       "L 179.453243 161.315304 \n",
       "L 180.016076 189.299586 \n",
       "L 180.288414 167.8815 \n",
       "L 180.569831 166.89001 \n",
       "L 180.842169 163.544128 \n",
       "L 181.123585 196.800836 \n",
       "L 181.405002 168.349556 \n",
       "L 181.668262 177.957943 \n",
       "L 181.949678 178.821749 \n",
       "L 182.222017 161.408422 \n",
       "L 182.503433 165.381788 \n",
       "L 182.775771 181.443854 \n",
       "L 183.057188 162.07259 \n",
       "L 183.338604 194.130409 \n",
       "L 183.892358 156.287312 \n",
       "L 184.164697 156.315529 \n",
       "L 184.446113 150.878383 \n",
       "L 184.727529 160.383071 \n",
       "L 184.981712 162.638702 \n",
       "L 185.263128 171.444303 \n",
       "L 185.535466 164.302119 \n",
       "L 185.816883 183.487501 \n",
       "L 186.089221 162.869732 \n",
       "L 186.370637 163.96351 \n",
       "L 186.652054 180.486225 \n",
       "L 186.924392 163.795264 \n",
       "L 187.205808 157.404016 \n",
       "L 187.759563 186.185087 \n",
       "L 188.040979 166.553164 \n",
       "L 188.295162 175.088936 \n",
       "L 188.576578 195.810052 \n",
       "L 188.848916 203.282379 \n",
       "L 189.130333 202.57518 \n",
       "L 189.402671 150.354245 \n",
       "L 189.684087 165.175801 \n",
       "L 189.965504 191.127017 \n",
       "L 190.237842 172.663648 \n",
       "L 190.519258 134.58811 \n",
       "L 190.791597 169.250398 \n",
       "L 191.073013 155.14768 \n",
       "L 191.354429 181.17085 \n",
       "L 191.608612 161.824982 \n",
       "L 191.890028 156.702813 \n",
       "L 192.443783 179.794898 \n",
       "L 192.716121 174.041012 \n",
       "L 192.997537 154.852808 \n",
       "L 193.278954 177.632032 \n",
       "L 193.551292 163.662289 \n",
       "L 193.832708 175.392626 \n",
       "L 194.105047 165.768367 \n",
       "L 194.386463 164.338802 \n",
       "L 194.667879 167.366179 \n",
       "L 194.93114 167.214863 \n",
       "L 195.212556 171.810424 \n",
       "L 195.484894 167.297046 \n",
       "L 195.76631 168.11641 \n",
       "L 196.038649 166.339417 \n",
       "L 196.320065 177.409114 \n",
       "L 196.601481 162.684555 \n",
       "L 196.87382 170.30714 \n",
       "L 197.155236 172.345497 \n",
       "L 197.427574 172.133866 \n",
       "L 197.708991 159.804261 \n",
       "L 198.244589 176.862049 \n",
       "L 198.526006 161.565734 \n",
       "L 199.07976 191.730164 \n",
       "L 199.352099 167.523844 \n",
       "L 199.633515 162.54241 \n",
       "L 199.914931 162.165354 \n",
       "L 200.18727 163.110991 \n",
       "L 200.468686 172.354315 \n",
       "L 200.741024 168.657832 \n",
       "L 201.022441 169.159749 \n",
       "L 201.558039 180.815311 \n",
       "L 201.839456 164.674942 \n",
       "L 202.111794 191.966485 \n",
       "L 202.39321 177.074385 \n",
       "L 202.665549 177.974874 \n",
       "L 202.946965 200.026088 \n",
       "L 203.50072 158.517546 \n",
       "L 203.782136 167.257189 \n",
       "L 204.054474 171.245017 \n",
       "L 204.33589 143.267438 \n",
       "L 204.617307 169.574898 \n",
       "L 204.871489 158.133084 \n",
       "L 205.152906 158.759158 \n",
       "L 205.425244 187.294737 \n",
       "L 205.70666 163.94658 \n",
       "L 205.978999 156.085204 \n",
       "L 206.260415 175.651169 \n",
       "L 206.541831 161.342111 \n",
       "L 206.814169 183.111504 \n",
       "L 207.367924 161.549156 \n",
       "L 207.64934 186.249987 \n",
       "L 207.930757 185.29518 \n",
       "L 208.194017 171.630538 \n",
       "L 208.475433 140.227715 \n",
       "L 208.747772 163.897904 \n",
       "L 209.029188 169.369616 \n",
       "L 209.301526 181.203653 \n",
       "L 209.864359 157.755676 \n",
       "L 210.136697 170.246473 \n",
       "L 210.418114 152.801048 \n",
       "L 210.690452 185.383007 \n",
       "L 210.971868 175.802484 \n",
       "L 211.253285 192.355533 \n",
       "L 211.507467 162.675737 \n",
       "L 211.788883 166.195156 \n",
       "L 212.061222 171.657697 \n",
       "L 212.342638 197.204345 \n",
       "L 212.614976 196.42237 \n",
       "L 212.896393 155.2736 \n",
       "L 213.177809 181.403291 \n",
       "L 213.450147 153.811232 \n",
       "L 213.731564 184.780212 \n",
       "L 214.003902 180.376882 \n",
       "L 214.285318 199.273388 \n",
       "L 214.566734 153.434177 \n",
       "L 214.820917 175.103398 \n",
       "L 215.102333 210.582933 \n",
       "L 215.374672 196.131378 \n",
       "L 215.656088 191.447637 \n",
       "L 215.928426 147.274312 \n",
       "L 216.209842 155.786805 \n",
       "L 216.491259 156.668952 \n",
       "L 216.763597 179.857682 \n",
       "L 217.045013 155.641485 \n",
       "L 217.317352 152.017309 \n",
       "L 217.598768 155.083485 \n",
       "L 217.880184 167.469878 \n",
       "L 218.134367 157.641395 \n",
       "L 218.415783 161.678604 \n",
       "L 218.688121 186.277499 \n",
       "L 218.969538 172.335268 \n",
       "L 219.241876 187.643928 \n",
       "L 219.523292 158.441007 \n",
       "L 220.077047 187.785015 \n",
       "L 220.358463 173.880525 \n",
       "L 220.630802 141.247423 \n",
       "L 220.912218 163.424557 \n",
       "L 221.193634 162.378043 \n",
       "L 221.456895 170.358637 \n",
       "L 221.738311 171.493683 \n",
       "L 222.010649 167.65964 \n",
       "L 222.292066 180.80614 \n",
       "L 222.564404 174.935857 \n",
       "L 222.84582 160.749545 \n",
       "L 223.127237 176.140741 \n",
       "L 223.399575 170.375215 \n",
       "L 223.680991 155.882744 \n",
       "L 224.234746 183.118911 \n",
       "L 224.516162 189.085486 \n",
       "L 224.770345 176.206699 \n",
       "L 225.051761 191.695245 \n",
       "L 225.324099 182.079804 \n",
       "L 225.605516 176.485699 \n",
       "L 225.877854 153.344234 \n",
       "L 226.15927 183.895948 \n",
       "L 226.440686 154.412969 \n",
       "L 226.713025 173.581773 \n",
       "L 226.994441 216.013024 \n",
       "L 227.266779 169.401361 \n",
       "L 227.548196 171.878851 \n",
       "L 227.829612 172.608272 \n",
       "L 228.365211 189.64666 \n",
       "L 228.637549 188.242843 \n",
       "L 228.918965 181.527448 \n",
       "L 229.191304 198.43392 \n",
       "L 229.754136 212.134892 \n",
       "L 230.026475 115.030963 \n",
       "L 230.307891 187.913052 \n",
       "L 230.580229 182.96054 \n",
       "L 230.861646 123.490548 \n",
       "L 231.143062 152.83244 \n",
       "L 231.397244 162.786843 \n",
       "L 231.678661 157.035073 \n",
       "L 231.950999 153.986533 \n",
       "L 232.232415 155.279949 \n",
       "L 232.504754 194.734262 \n",
       "L 232.78617 181.744722 \n",
       "L 233.067586 186.8422 \n",
       "L 233.339925 153.733634 \n",
       "L 233.621341 162.422838 \n",
       "L 233.893679 177.314586 \n",
       "L 234.175096 128.988714 \n",
       "L 234.456512 170.857028 \n",
       "L 234.719772 164.00372 \n",
       "L 235.001189 177.104366 \n",
       "L 235.273527 176.724842 \n",
       "L 235.554943 157.732044 \n",
       "L 235.827282 175.599672 \n",
       "L 236.108698 173.928495 \n",
       "L 236.390114 164.789222 \n",
       "L 236.662452 180.620963 \n",
       "L 236.943869 171.543769 \n",
       "L 237.216207 151.71115 \n",
       "L 237.497623 186.248224 \n",
       "L 237.77904 178.988585 \n",
       "L 238.033222 176.697682 \n",
       "L 238.314638 171.685209 \n",
       "L 238.586977 177.236635 \n",
       "L 238.868393 155.316632 \n",
       "L 239.140731 177.9523 \n",
       "L 239.422148 178.139946 \n",
       "L 239.703564 172.880923 \n",
       "L 239.975902 187.289447 \n",
       "L 240.257319 157.407896 \n",
       "L 240.529657 170.534996 \n",
       "L 240.811073 192.905067 \n",
       "L 241.628088 144.211663 \n",
       "L 241.900427 165.241759 \n",
       "L 242.181843 177.226406 \n",
       "L 242.454181 153.421832 \n",
       "L 242.735598 158.49074 \n",
       "L 243.017014 175.865268 \n",
       "L 243.289352 212.585312 \n",
       "L 243.570769 161.518117 \n",
       "L 243.843107 167.189467 \n",
       "L 244.124523 155.96528 \n",
       "L 244.40594 182.875888 \n",
       "L 244.660122 150.292519 \n",
       "L 244.941538 170.430239 \n",
       "L 245.213877 178.222129 \n",
       "L 245.495293 156.909859 \n",
       "L 245.767631 168.147802 \n",
       "L 246.049048 150.603263 \n",
       "L 246.602802 199.064579 \n",
       "L 246.884218 151.001129 \n",
       "L 247.156557 163.483461 \n",
       "L 247.437973 150.294635 \n",
       "L 247.719389 173.077386 \n",
       "L 247.98265 215.840545 \n",
       "L 248.264066 154.992837 \n",
       "L 248.536404 152.24058 \n",
       "L 248.817821 160.132994 \n",
       "L 249.090159 148.943373 \n",
       "L 249.371575 165.127479 \n",
       "L 249.652992 163.030924 \n",
       "L 249.92533 166.34753 \n",
       "L 250.206746 136.416952 \n",
       "L 250.479085 185.572769 \n",
       "L 250.760501 187.57409 \n",
       "L 251.2961 157.145827 \n",
       "L 251.577516 177.409114 \n",
       "L 251.849854 168.657479 \n",
       "L 252.131271 177.048284 \n",
       "L 252.403609 174.521413 \n",
       "L 252.685025 193.286708 \n",
       "L 252.966442 195.930328 \n",
       "L 253.23878 152.215184 \n",
       "L 253.520196 157.263987 \n",
       "L 253.792535 183.345356 \n",
       "L 254.073951 182.679777 \n",
       "L 254.355367 191.468448 \n",
       "L 254.890966 158.173647 \n",
       "L 255.163304 183.386624 \n",
       "L 255.717059 180.674929 \n",
       "L 255.998475 131.456328 \n",
       "L 256.279892 167.521728 \n",
       "L 256.55223 131.591772 \n",
       "L 256.833646 155.114877 \n",
       "L 257.105985 168.317459 \n",
       "L 257.387401 158.676269 \n",
       "L 257.668817 162.778025 \n",
       "L 257.923 161.203846 \n",
       "L 258.204416 147.269022 \n",
       "L 258.476754 168.770702 \n",
       "L 258.75817 160.08961 \n",
       "L 259.030509 184.570697 \n",
       "L 259.311925 172.213228 \n",
       "L 259.593341 167.782386 \n",
       "L 259.86568 183.324898 \n",
       "L 260.147096 163.010466 \n",
       "L 260.419434 177.126235 \n",
       "L 260.700851 178.029545 \n",
       "L 260.982267 187.217139 \n",
       "L 261.245527 168.712503 \n",
       "L 261.526944 172.540197 \n",
       "L 261.799282 191.889593 \n",
       "L 262.080698 165.187441 \n",
       "L 262.353037 180.709495 \n",
       "L 262.634453 133.687268 \n",
       "L 262.915869 173.29325 \n",
       "L 263.188208 173.461143 \n",
       "L 263.469624 177.204185 \n",
       "L 263.741962 165.09256 \n",
       "L 264.023379 143.200774 \n",
       "L 264.304795 167.475169 \n",
       "L 264.558977 174.051593 \n",
       "L 264.840394 174.206789 \n",
       "L 265.112732 153.76291 \n",
       "L 265.394148 167.407094 \n",
       "L 265.666487 173.523927 \n",
       "L 265.947903 175.126324 \n",
       "L 266.229319 187.482736 \n",
       "L 266.501658 157.760261 \n",
       "L 266.783074 149.017444 \n",
       "L 267.336828 169.968179 \n",
       "L 267.618245 147.862998 \n",
       "L 267.872427 154.428488 \n",
       "L 268.153844 176.222924 \n",
       "L 268.426182 155.500751 \n",
       "L 268.707598 168.411282 \n",
       "L 268.979937 194.49265 \n",
       "L 269.261353 150.09147 \n",
       "L 269.542769 201.307159 \n",
       "L 269.815107 156.044642 \n",
       "L 270.368862 182.742561 \n",
       "L 270.650278 128.111505 \n",
       "L 270.931695 156.53245 \n",
       "L 271.185877 165.08868 \n",
       "L 271.467293 179.430188 \n",
       "L 271.739632 171.628422 \n",
       "L 272.021048 158.037497 \n",
       "L 272.293386 157.828688 \n",
       "L 272.574803 160.332985 \n",
       "L 272.856219 180.762403 \n",
       "L 273.128557 252.924242 \n",
       "L 273.682312 148.630865 \n",
       "L 273.963728 157.607182 \n",
       "L 274.245145 155.203057 \n",
       "L 274.508405 179.289806 \n",
       "L 274.789821 169.557968 \n",
       "L 275.06216 173.27773 \n",
       "L 275.343576 155.285593 \n",
       "L 275.615914 176.000359 \n",
       "L 275.897331 183.313611 \n",
       "L 276.178747 160.31288 \n",
       "L 276.451085 167.211689 \n",
       "L 276.732502 179.223848 \n",
       "L 277.286256 150.120393 \n",
       "L 277.567672 179.234782 \n",
       "L 278.103271 156.431926 \n",
       "L 278.37561 159.560886 \n",
       "L 278.657026 175.148193 \n",
       "L 278.929364 146.230973 \n",
       "L 279.21078 165.63116 \n",
       "L 279.764535 183.764737 \n",
       "L 280.045951 167.151374 \n",
       "L 280.31829 166.982775 \n",
       "L 280.599706 198.165854 \n",
       "L 280.881122 168.179899 \n",
       "L 281.135305 164.917964 \n",
       "L 281.416721 183.411314 \n",
       "L 281.689059 142.066433 \n",
       "L 281.970476 174.914341 \n",
       "L 282.242814 176.748121 \n",
       "L 282.52423 205.851223 \n",
       "L 283.077985 177.844015 \n",
       "L 283.359401 150.247018 \n",
       "L 283.63174 163.026339 \n",
       "L 284.194572 146.682452 \n",
       "L 284.448755 163.234089 \n",
       "L 284.730171 172.267546 \n",
       "L 285.002509 159.066728 \n",
       "L 285.283926 188.963445 \n",
       "L 285.556264 156.935607 \n",
       "L 285.83768 163.980088 \n",
       "L 286.119097 177.307884 \n",
       "L 286.391435 167.14044 \n",
       "L 286.672851 186.588596 \n",
       "L 286.94519 135.771478 \n",
       "L 287.226606 173.845959 \n",
       "L 287.508022 168.724848 \n",
       "L 287.771283 181.794455 \n",
       "L 288.052699 168.704038 \n",
       "L 288.325037 171.175532 \n",
       "L 288.606454 180.228035 \n",
       "L 288.878792 159.361953 \n",
       "L 289.160208 180.778628 \n",
       "L 289.441624 169.040178 \n",
       "L 289.713963 169.561495 \n",
       "L 289.995379 159.262839 \n",
       "L 290.267717 167.17818 \n",
       "L 290.549134 168.985507 \n",
       "L 290.83055 171.521901 \n",
       "L 291.084732 164.586057 \n",
       "L 291.366149 182.391254 \n",
       "L 291.638487 163.004823 \n",
       "L 291.919903 171.518726 \n",
       "L 292.192242 173.719686 \n",
       "L 292.473658 159.504451 \n",
       "L 292.755074 173.213536 \n",
       "L 293.027413 167.068485 \n",
       "L 293.308829 179.643229 \n",
       "L 293.581167 166.53835 \n",
       "L 293.862584 162.339244 \n",
       "L 294.144 181.973636 \n",
       "L 294.398182 189.588109 \n",
       "L 294.679599 170.086339 \n",
       "L 294.951937 170.136425 \n",
       "L 295.233353 183.269169 \n",
       "L 295.505692 162.622124 \n",
       "L 295.787108 158.399386 \n",
       "L 296.068524 179.903535 \n",
       "L 296.340863 168.313579 \n",
       "L 296.622279 186.558615 \n",
       "L 296.894617 168.998205 \n",
       "L 297.176034 166.256529 \n",
       "L 297.45745 159.451191 \n",
       "L 297.711632 163.889439 \n",
       "L 297.993049 164.600518 \n",
       "L 298.265387 161.475086 \n",
       "L 298.546803 162.451056 \n",
       "L 298.819142 159.044154 \n",
       "L 299.100558 170.155119 \n",
       "L 299.381974 160.61269 \n",
       "L 299.654313 177.434863 \n",
       "L 299.935729 158.3493 \n",
       "L 300.208067 168.076906 \n",
       "L 300.489483 163.516616 \n",
       "L 300.7709 167.6674 \n",
       "L 301.03416 169.585832 \n",
       "L 301.315576 164.419927 \n",
       "L 301.587915 163.97903 \n",
       "L 302.141669 192.429604 \n",
       "L 302.423086 161.989348 \n",
       "L 302.704502 154.74664 \n",
       "L 302.97684 168.612684 \n",
       "L 303.258257 150.299221 \n",
       "L 303.530595 177.449677 \n",
       "L 303.812011 154.574514 \n",
       "L 304.34761 189.268546 \n",
       "L 304.629026 158.481569 \n",
       "L 304.901365 148.166689 \n",
       "L 305.182781 157.88724 \n",
       "L 305.455119 146.447894 \n",
       "L 305.736536 186.247165 \n",
       "L 306.017952 152.817979 \n",
       "L 306.29029 185.580529 \n",
       "L 306.571707 162.728998 \n",
       "L 307.125461 171.844285 \n",
       "L 307.406878 147.57377 \n",
       "L 307.66106 155.350493 \n",
       "L 308.214815 182.516469 \n",
       "L 308.496231 162.205212 \n",
       "L 308.768569 181.68088 \n",
       "L 309.049986 229.115434 \n",
       "L 309.331402 150.927058 \n",
       "L 309.60374 147.191071 \n",
       "L 309.885156 151.566536 \n",
       "L 310.157495 151.193713 \n",
       "L 310.438911 159.874452 \n",
       "L 310.720327 186.867949 \n",
       "L 310.97451 160.058571 \n",
       "L 311.255926 156.119771 \n",
       "L 311.528265 180.739476 \n",
       "L 311.809681 155.509216 \n",
       "L 312.082019 184.310744 \n",
       "L 312.363435 176.933651 \n",
       "L 312.644852 181.431156 \n",
       "L 312.91719 151.529148 \n",
       "L 313.198606 160.447618 \n",
       "L 313.470945 143.897039 \n",
       "L 313.752361 187.410782 \n",
       "L 314.033777 162.233076 \n",
       "L 314.297038 154.565343 \n",
       "L 314.578454 194.428809 \n",
       "L 314.850792 187.143069 \n",
       "L 315.132209 155.243619 \n",
       "L 315.404547 179.671094 \n",
       "L 315.685963 146.9872 \n",
       "L 315.96738 191.478324 \n",
       "L 316.239718 182.069928 \n",
       "L 316.521134 209.541357 \n",
       "L 316.793473 166.222315 \n",
       "L 317.074889 159.477292 \n",
       "L 317.356305 208.38409 \n",
       "L 317.610488 198.269553 \n",
       "L 317.891904 143.865647 \n",
       "L 318.164242 169.752315 \n",
       "L 318.445659 179.629473 \n",
       "L 318.717997 179.884488 \n",
       "L 319.28083 205.70802 \n",
       "L 319.553168 163.613261 \n",
       "L 319.834584 145.645109 \n",
       "L 320.106923 167.137971 \n",
       "L 320.388339 179.066888 \n",
       "L 320.669755 181.089372 \n",
       "L 320.923938 157.669613 \n",
       "L 321.205354 190.9302 \n",
       "L 321.477692 177.14246 \n",
       "L 321.759108 198.216998 \n",
       "L 322.031447 202.04963 \n",
       "L 322.312863 170.631641 \n",
       "L 322.594279 208.68002 \n",
       "L 322.866618 147.00272 \n",
       "L 323.148034 151.82014 \n",
       "L 323.420372 192.247249 \n",
       "L 323.701789 181.677353 \n",
       "L 323.983205 178.873246 \n",
       "L 324.237387 169.794994 \n",
       "L 324.518804 144.241644 \n",
       "L 324.791142 151.048041 \n",
       "L 325.072558 167.669869 \n",
       "L 325.344897 165.28338 \n",
       "L 325.626313 164.629794 \n",
       "L 325.907729 176.652182 \n",
       "L 326.180068 152.144993 \n",
       "L 326.461484 167.582395 \n",
       "L 326.733822 157.395198 \n",
       "L 327.015239 165.30807 \n",
       "L 327.296655 167.988373 \n",
       "L 327.559915 177.196073 \n",
       "L 327.841332 181.978927 \n",
       "L 328.11367 168.47336 \n",
       "L 328.395086 165.81281 \n",
       "L 328.667425 186.732152 \n",
       "L 328.948841 172.481999 \n",
       "L 329.230257 166.184927 \n",
       "L 329.502596 167.154901 \n",
       "L 329.784012 156.429457 \n",
       "L 330.05635 161.030308 \n",
       "L 330.337766 182.798643 \n",
       "L 330.619183 165.447747 \n",
       "L 330.873365 179.411846 \n",
       "L 331.154782 182.326001 \n",
       "L 331.42712 160.048342 \n",
       "L 331.708536 169.368911 \n",
       "L 331.980875 158.142607 \n",
       "L 332.262291 175.536888 \n",
       "L 332.543707 169.696586 \n",
       "L 332.816045 180.795206 \n",
       "L 333.097462 159.211695 \n",
       "L 333.3698 172.215697 \n",
       "L 333.651216 159.301285 \n",
       "L 333.932633 174.0135 \n",
       "L 334.186815 166.710829 \n",
       "L 334.468231 168.850416 \n",
       "L 334.74057 184.378819 \n",
       "L 335.021986 173.567312 \n",
       "L 335.294324 174.107675 \n",
       "L 335.575741 164.597697 \n",
       "L 335.857157 166.577149 \n",
       "L 336.129495 160.340745 \n",
       "L 336.68325 169.608406 \n",
       "L 336.964666 166.597607 \n",
       "L 337.246083 178.381557 \n",
       "L 337.781681 159.374651 \n",
       "L 338.05402 159.70162 \n",
       "L 338.335436 178.626344 \n",
       "L 338.607774 184.637714 \n",
       "L 339.170607 159.018053 \n",
       "L 339.442945 164.29189 \n",
       "L 339.724362 190.864947 \n",
       "L 339.9967 174.947849 \n",
       "L 340.278116 195.429469 \n",
       "L 340.559532 181.195893 \n",
       "L 340.822793 177.104013 \n",
       "L 341.104209 155.368834 \n",
       "L 341.376548 164.972988 \n",
       "L 341.657964 201.161134 \n",
       "L 341.930302 178.121252 \n",
       "L 342.211718 169.500827 \n",
       "L 342.765473 238.641638 \n",
       "L 343.319228 165.806461 \n",
       "L 343.600644 200.81794 \n",
       "L 343.88206 209.086704 \n",
       "L 344.136243 142.470648 \n",
       "L 344.417659 134.404696 \n",
       "L 344.689997 149.684786 \n",
       "L 344.971414 174.381032 \n",
       "L 345.243752 144.319595 \n",
       "L 345.525168 162.149129 \n",
       "L 345.806585 157.45904 \n",
       "L 346.078923 183.485032 \n",
       "L 346.360339 153.201736 \n",
       "L 346.632678 163.12898 \n",
       "L 346.914094 186.555441 \n",
       "L 347.19551 160.97599 \n",
       "L 347.449693 150.687563 \n",
       "L 347.731109 166.286157 \n",
       "L 348.003447 201.663052 \n",
       "L 348.284864 191.794359 \n",
       "L 348.557202 148.315888 \n",
       "L 348.838618 188.922883 \n",
       "L 349.120035 140.764905 \n",
       "L 349.392373 159.672345 \n",
       "L 349.673789 171.453121 \n",
       "L 349.946128 149.481973 \n",
       "L 350.227544 166.298149 \n",
       "L 350.50896 159.804261 \n",
       "L 350.763143 172.423448 \n",
       "L 351.044559 163.506035 \n",
       "L 351.316897 178.613646 \n",
       "L 351.870652 181.757773 \n",
       "L 352.433484 203.211483 \n",
       "L 352.705823 132.689782 \n",
       "L 352.987239 175.614839 \n",
       "L 353.259577 171.722597 \n",
       "L 353.540994 154.399213 \n",
       "L 353.82241 158.598672 \n",
       "L 354.08567 164.509517 \n",
       "L 354.367087 175.853276 \n",
       "L 354.639425 196.679148 \n",
       "L 354.920841 159.864223 \n",
       "L 355.19318 169.775947 \n",
       "L 355.474596 164.037581 \n",
       "L 355.756012 164.058038 \n",
       "L 356.028351 178.489136 \n",
       "L 356.309767 171.228792 \n",
       "L 356.582105 169.077566 \n",
       "L 356.863522 153.733987 \n",
       "L 357.144938 170.216492 \n",
       "L 357.39912 160.62045 \n",
       "L 357.680537 168.045161 \n",
       "L 357.952875 166.027615 \n",
       "L 358.234291 178.479966 \n",
       "L 358.50663 154.553703 \n",
       "L 358.788046 182.634629 \n",
       "L 359.069462 160.146397 \n",
       "L 359.341801 159.164431 \n",
       "L 359.623217 164.284836 \n",
       "L 359.895555 163.937056 \n",
       "L 360.176972 184.04938 \n",
       "L 360.458388 157.043891 \n",
       "L 360.71257 171.821711 \n",
       "L 360.993987 172.939121 \n",
       "L 361.266325 166.190923 \n",
       "L 361.547741 163.456302 \n",
       "L 361.82008 180.738065 \n",
       "L 362.101496 158.96832 \n",
       "L 362.382912 182.174332 \n",
       "L 362.655251 165.876299 \n",
       "L 362.936667 165.763782 \n",
       "L 363.490421 183.471629 \n",
       "L 363.771838 153.288504 \n",
       "L 364.02602 177.140343 \n",
       "L 364.307436 170.404843 \n",
       "L 364.579775 169.648969 \n",
       "L 364.861191 180.195233 \n",
       "L 365.133529 168.928719 \n",
       "L 365.414946 194.751193 \n",
       "L 365.696362 185.523388 \n",
       "L 365.9687 146.973797 \n",
       "L 366.250117 172.49258 \n",
       "L 366.803871 193.954756 \n",
       "L 367.348548 148.306718 \n",
       "L 367.629964 169.338577 \n",
       "L 367.902303 168.124522 \n",
       "L 368.183719 172.636136 \n",
       "L 368.456057 159.566882 \n",
       "L 368.737474 172.319396 \n",
       "L 369.01889 172.406517 \n",
       "L 369.291228 181.082671 \n",
       "L 369.572645 158.399033 \n",
       "L 369.844983 166.745748 \n",
       "L 370.126399 165.557089 \n",
       "L 370.407816 161.710701 \n",
       "L 370.661998 172.761351 \n",
       "L 370.943414 170.022144 \n",
       "L 371.215753 170.151945 \n",
       "L 371.497169 169.969942 \n",
       "L 371.769507 166.248416 \n",
       "L 372.050924 172.910551 \n",
       "L 372.33234 164.902445 \n",
       "L 372.604678 166.541172 \n",
       "L 372.886094 163.604091 \n",
       "L 373.158433 169.173505 \n",
       "L 373.439849 155.324039 \n",
       "L 373.721265 187.362106 \n",
       "L 374.529203 163.836179 \n",
       "L 374.810619 171.304627 \n",
       "L 375.082957 162.119148 \n",
       "L 375.364373 162.314201 \n",
       "L 375.64579 173.258683 \n",
       "L 375.918128 199.803523 \n",
       "L 376.199544 166.870258 \n",
       "L 376.471883 205.76516 \n",
       "L 376.753299 141.922877 \n",
       "L 377.034715 161.654266 \n",
       "L 377.288898 168.787985 \n",
       "L 377.570314 159.767578 \n",
       "L 377.842652 195.487315 \n",
       "L 378.124069 149.477741 \n",
       "L 378.396407 169.077919 \n",
       "L 378.677823 180.789209 \n",
       "L 378.95924 167.768277 \n",
       "L 379.231578 166.650162 \n",
       "L 379.512994 160.691699 \n",
       "L 379.785333 163.40939 \n",
       "L 380.066749 173.811392 \n",
       "L 380.611426 223.720615 \n",
       "L 380.892842 126.808565 \n",
       "L 381.16518 154.204865 \n",
       "L 381.446597 164.399469 \n",
       "L 381.718935 153.720936 \n",
       "L 382.000351 148.588186 \n",
       "L 382.281768 185.974514 \n",
       "L 382.554106 180.746178 \n",
       "L 382.835522 128.992241 \n",
       "L 383.107861 157.494665 \n",
       "L 383.389277 173.676301 \n",
       "L 383.670693 162.973431 \n",
       "L 383.924876 162.530417 \n",
       "L 384.206292 156.114832 \n",
       "L 384.47863 171.116628 \n",
       "L 384.760046 164.799099 \n",
       "L 385.032385 169.093438 \n",
       "L 385.313801 163.634424 \n",
       "L 385.595217 188.486218 \n",
       "L 385.867556 150.176475 \n",
       "L 386.148972 179.891895 \n",
       "L 386.42131 161.761845 \n",
       "L 386.702727 194.967409 \n",
       "L 386.984143 181.299945 \n",
       "L 387.238325 162.329721 \n",
       "L 387.519742 205.523196 \n",
       "L 387.79208 174.421241 \n",
       "L 388.073496 203.390664 \n",
       "L 388.345835 140.798413 \n",
       "L 388.627251 186.268328 \n",
       "L 388.908667 205.914007 \n",
       "L 389.181006 145.687435 \n",
       "L 389.462422 155.294763 \n",
       "L 389.73476 194.146634 \n",
       "L 390.016177 147.768117 \n",
       "L 390.297593 181.953884 \n",
       "L 390.551775 164.795219 \n",
       "L 390.833192 170.247178 \n",
       "L 391.10553 172.720436 \n",
       "L 391.386946 149.597665 \n",
       "L 391.659285 160.790813 \n",
       "L 391.940701 180.595567 \n",
       "L 392.222117 190.36691 \n",
       "L 392.494456 183.743574 \n",
       "L 392.775872 140.506362 \n",
       "L 393.04821 154.470462 \n",
       "L 393.04821 154.470462 \n",
       "\" clip-path=\"url(#p508144e6dd)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 52.160938 288.430125 \n",
       "L 52.160938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 409.280938 288.430125 \n",
       "L 409.280938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 52.160937 288.430125 \n",
       "L 409.280938 288.430125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 52.160937 22.318125 \n",
       "L 409.280938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_16\">\n",
       "    <!-- Time series line chart of the return rate of the US stock market -->\n",
       "    <g transform=\"translate(41.763125 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-55\" d=\"M 556 4666 \n",
       "L 1191 4666 \n",
       "L 1191 1831 \n",
       "Q 1191 1081 1462 751 \n",
       "Q 1734 422 2344 422 \n",
       "Q 2950 422 3222 751 \n",
       "Q 3494 1081 3494 1831 \n",
       "L 3494 4666 \n",
       "L 4128 4666 \n",
       "L 4128 1753 \n",
       "Q 4128 841 3676 375 \n",
       "Q 3225 -91 2344 -91 \n",
       "Q 1459 -91 1007 375 \n",
       "Q 556 841 556 1753 \n",
       "L 556 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-54\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"57.958984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"85.742188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"183.154297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"244.677734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"276.464844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"328.564453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"390.087891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"431.201172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"458.984375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"520.507812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"572.607422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"604.394531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"632.177734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"659.960938\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"723.339844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"784.863281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"816.650391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"871.630859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"935.009766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"996.289062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1037.402344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1076.611328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1108.398438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"1169.580078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1204.785156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1236.572266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"1275.78125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1339.160156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1400.683594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1432.470703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1471.333984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1532.857422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"1572.066406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1635.445312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1674.808594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1738.1875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1769.974609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1811.087891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1872.367188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1911.576172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1973.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"2004.886719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"2066.068359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2101.273438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2133.060547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"2172.269531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2235.648438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2297.171875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-55\" x=\"2328.958984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"2402.152344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2465.628906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"2497.416016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2549.515625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"2588.724609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"2649.90625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"2704.886719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2762.796875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"2794.583984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"2891.996094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"2953.275391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"2994.388672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"3048.673828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"3110.197266\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p508144e6dd\">\n",
       "   <rect x=\"52.160938\" y=\"22.318125\" width=\"357.12\" height=\"266.112\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制时序折线图\n",
    "plt.plot(data['month'], data['r'])\n",
    "plt.xlabel('Time')\n",
    "plt.xticks(rotation=45)\n",
    "plt.ylabel('Return')\n",
    "plt.title('Time series line chart of the return rate of the US stock market')\n",
    "\n",
    "# 显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x247a84ab980>]"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Time series line chart of the return rate of the US stock market')"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Date')"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Return')"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "{'whiskers': [<matplotlib.lines.Line2D at 0x247a8524410>,\n",
       "  <matplotlib.lines.Line2D at 0x247a8524740>],\n",
       " 'caps': [<matplotlib.lines.Line2D at 0x247a8524980>,\n",
       "  <matplotlib.lines.Line2D at 0x247a8524c50>],\n",
       " 'boxes': [<matplotlib.lines.Line2D at 0x247a8524230>],\n",
       " 'medians': [<matplotlib.lines.Line2D at 0x247a8524ef0>],\n",
       " 'fliers': [<matplotlib.lines.Line2D at 0x247a85251c0>],\n",
       " 'means': []}"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Box plot of the return rate of the US stock market')"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Return')"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"712.890938pt\" height=\"568.87625pt\" viewBox=\"0 0 712.890938 568.87625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-12-31T20:21:59.075531</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 568.87625 \n",
       "L 712.890938 568.87625 \n",
       "L 712.890938 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 52.160938 255.598125 \n",
       "L 705.690938 255.598125 \n",
       "L 705.690938 22.318125 \n",
       "L 52.160938 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m048c6b1a2f\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m048c6b1a2f\" x=\"166.807323\" y=\"255.598125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1940 -->\n",
       "      <g transform=\"translate(154.082323 270.196562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m048c6b1a2f\" x=\"288.162727\" y=\"255.598125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1960 -->\n",
       "      <g transform=\"translate(275.437727 270.196562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m048c6b1a2f\" x=\"409.518131\" y=\"255.598125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1980 -->\n",
       "      <g transform=\"translate(396.793131 270.196562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m048c6b1a2f\" x=\"530.873536\" y=\"255.598125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(518.148536 270.196562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m048c6b1a2f\" x=\"652.22894\" y=\"255.598125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(639.50394 270.196562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_6\">\n",
       "     <!-- Date -->\n",
       "     <g transform=\"translate(366.975156 283.874687) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
       "L 1259 519 \n",
       "L 2022 519 \n",
       "Q 2988 519 3436 956 \n",
       "Q 3884 1394 3884 2338 \n",
       "Q 3884 3275 3436 3711 \n",
       "Q 2988 4147 2022 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 1925 4666 \n",
       "Q 3281 4666 3915 4102 \n",
       "Q 4550 3538 4550 2338 \n",
       "Q 4550 1131 3912 565 \n",
       "Q 3275 0 1925 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-44\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"77.001953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"138.28125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.490234\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <defs>\n",
       "       <path id=\"mf13b44a24d\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"247.551269\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- −0.3 -->\n",
       "      <g transform=\"translate(20.878125 251.350488) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"216.631198\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- −0.2 -->\n",
       "      <g transform=\"translate(20.878125 220.430417) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"185.711127\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- −0.1 -->\n",
       "      <g transform=\"translate(20.878125 189.510346) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"154.791057\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(29.257813 158.590275) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"123.870986\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.1 -->\n",
       "      <g transform=\"translate(29.257813 127.670204) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"92.950915\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(29.257813 96.750133) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"62.030844\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 0.3 -->\n",
       "      <g transform=\"translate(29.257813 65.830062) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"31.110773\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(29.257813 34.909992) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- Return -->\n",
       "     <g transform=\"translate(14.798438 155.549531) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"64.982422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"126.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"165.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"229.09375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"268.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path d=\"M 81.866847 154.617595 \n",
       "L 82.846993 174.58052 \n",
       "L 83.361985 143.341663 \n",
       "L 83.860365 151.051274 \n",
       "L 84.375357 138.19811 \n",
       "L 84.873736 145.078753 \n",
       "L 85.388728 145.933384 \n",
       "L 85.90372 153.001712 \n",
       "L 86.4021 163.75664 \n",
       "L 86.917092 145.962139 \n",
       "L 87.415472 145.758995 \n",
       "L 87.930464 154.044028 \n",
       "L 88.445456 140.76262 \n",
       "L 88.91061 153.629699 \n",
       "L 89.425602 152.557081 \n",
       "L 89.923982 136.927604 \n",
       "L 90.438974 161.311172 \n",
       "L 90.937353 131.514736 \n",
       "L 91.452345 147.837133 \n",
       "L 91.967337 139.35452 \n",
       "L 92.465717 167.397169 \n",
       "L 92.980709 133.62534 \n",
       "L 93.479089 147.437645 \n",
       "L 93.994081 155.823787 \n",
       "L 94.509073 159.267664 \n",
       "L 94.99084 126.815195 \n",
       "L 95.505832 141.233842 \n",
       "L 96.004211 149.321296 \n",
       "L 96.519203 168.780843 \n",
       "L 97.532575 133.083312 \n",
       "L 98.047567 145.051853 \n",
       "L 98.545947 148.845745 \n",
       "L 99.060939 117.22317 \n",
       "L 99.559318 153.072828 \n",
       "L 100.07431 138.114316 \n",
       "L 100.589303 154.92896 \n",
       "L 101.054457 157.205296 \n",
       "L 101.569449 149.479298 \n",
       "L 102.067828 173.319291 \n",
       "L 102.58282 123.384613 \n",
       "L 103.0812 140.58081 \n",
       "L 103.596192 128.40294 \n",
       "L 104.609564 215.605889 \n",
       "L 105.124556 193.073815 \n",
       "L 105.622935 149.723257 \n",
       "L 106.137927 136.731571 \n",
       "L 106.65292 146.05861 \n",
       "L 107.118074 131.715098 \n",
       "L 107.633066 161.142348 \n",
       "L 108.131445 159.122958 \n",
       "L 108.646437 204.256986 \n",
       "L 109.144817 141.815758 \n",
       "L 109.659809 153.658454 \n",
       "L 110.174801 193.380851 \n",
       "L 110.673181 181.561345 \n",
       "L 111.188173 163.466301 \n",
       "L 111.686552 178.82801 \n",
       "L 112.201544 135.070235 \n",
       "L 112.716537 120.873285 \n",
       "L 113.181691 174.229268 \n",
       "L 114.195062 196.173243 \n",
       "L 114.710055 111.397829 \n",
       "L 115.208434 175.333733 \n",
       "L 115.723426 153.839337 \n",
       "L 116.238418 244.994489 \n",
       "L 116.736798 129.588416 \n",
       "L 117.25179 182.125018 \n",
       "L 117.750169 196.524185 \n",
       "L 118.265162 158.048177 \n",
       "L 118.780154 136.961616 \n",
       "L 119.26192 188.988346 \n",
       "L 119.776913 210.26692 \n",
       "L 120.275292 218.547624 \n",
       "L 120.790284 156.117218 \n",
       "L 121.288664 49.463999 \n",
       "L 121.803656 39.957624 \n",
       "L 122.318648 163.649348 \n",
       "L 122.817027 195.776538 \n",
       "L 123.33202 172.80509 \n",
       "L 123.830399 140.806836 \n",
       "L 124.345391 151.75687 \n",
       "L 124.860383 202.161842 \n",
       "L 125.325538 144.554967 \n",
       "L 125.84053 32.921761 \n",
       "L 126.338909 88.850604 \n",
       "L 126.853901 113.554813 \n",
       "L 127.352281 184.579762 \n",
       "L 127.867273 117.289648 \n",
       "L 128.382265 187.515623 \n",
       "L 128.880644 180.655696 \n",
       "L 129.395637 123.903142 \n",
       "L 129.894016 149.263785 \n",
       "L 130.409008 115.5909 \n",
       "L 130.924 162.300614 \n",
       "L 131.389155 153.422843 \n",
       "L 131.904147 160.463344 \n",
       "L 132.402526 177.137919 \n",
       "L 132.917518 146.954674 \n",
       "L 133.415898 188.606174 \n",
       "L 133.93089 137.15332 \n",
       "L 134.445882 155.521389 \n",
       "L 134.944262 160.633404 \n",
       "L 135.459254 129.407224 \n",
       "L 135.957633 153.692157 \n",
       "L 136.472625 165.123307 \n",
       "L 136.987617 160.808721 \n",
       "L 137.452772 165.926302 \n",
       "L 137.967764 126.823234 \n",
       "L 138.466143 144.104771 \n",
       "L 138.981135 136.920492 \n",
       "L 139.479515 131.860732 \n",
       "L 139.994507 146.512826 \n",
       "L 140.509499 146.728957 \n",
       "L 141.007879 133.320468 \n",
       "L 141.522871 138.442997 \n",
       "L 142.02125 140.281504 \n",
       "L 142.536242 133.283364 \n",
       "L 143.051234 146.93674 \n",
       "L 143.533001 152.239223 \n",
       "L 144.047993 179.98504 \n",
       "L 144.546373 138.699324 \n",
       "L 145.061365 147.162766 \n",
       "L 145.559745 134.398033 \n",
       "L 146.074737 151.405309 \n",
       "L 146.589729 151.111877 \n",
       "L 147.088108 133.151336 \n",
       "L 148.10148 153.926531 \n",
       "L 148.616472 144.507659 \n",
       "L 149.596618 155.635793 \n",
       "L 150.11161 178.109737 \n",
       "L 150.60999 156.972158 \n",
       "L 151.124982 167.699568 \n",
       "L 151.623362 127.048023 \n",
       "L 152.138354 169.745549 \n",
       "L 152.653346 197.034985 \n",
       "L 153.151725 184.411866 \n",
       "L 153.666717 180.471103 \n",
       "L 154.680089 152.695913 \n",
       "L 155.195081 136.853396 \n",
       "L 155.660235 228.509453 \n",
       "L 156.175228 109.659193 \n",
       "L 156.673607 166.866272 \n",
       "L 157.188599 81.227879 \n",
       "L 157.686979 132.498613 \n",
       "L 158.201971 163.182455 \n",
       "L 158.716963 152.03546 \n",
       "L 159.215342 130.386772 \n",
       "L 159.730335 160.420365 \n",
       "L 160.228714 141.829672 \n",
       "L 160.743706 173.460905 \n",
       "L 161.258698 143.890186 \n",
       "L 161.723852 192.119931 \n",
       "L 162.238845 155.388432 \n",
       "L 162.737224 133.465174 \n",
       "L 163.252216 171.372254 \n",
       "L 163.750596 123.177448 \n",
       "L 164.265588 175.589133 \n",
       "L 164.78058 104.757744 \n",
       "L 165.278959 156.086917 \n",
       "L 165.793952 166.271988 \n",
       "L 166.292331 145.612124 \n",
       "L 166.807323 162.278352 \n",
       "L 167.322315 150.227872 \n",
       "L 167.804082 149.026628 \n",
       "L 168.319074 154.532256 \n",
       "L 168.817454 223.159044 \n",
       "L 169.332446 134.119134 \n",
       "L 169.830825 144.920442 \n",
       "L 170.345817 147.278716 \n",
       "L 170.86081 147.642955 \n",
       "L 171.359189 145.47082 \n",
       "L 171.874181 159.970787 \n",
       "L 172.372561 152.754661 \n",
       "L 172.887553 167.538474 \n",
       "L 173.867699 151.849012 \n",
       "L 174.382691 171.49346 \n",
       "L 174.881071 150.728159 \n",
       "L 175.396063 136.704361 \n",
       "L 175.894442 136.380319 \n",
       "L 176.409435 155.148493 \n",
       "L 176.924427 157.144383 \n",
       "L 177.422806 171.155813 \n",
       "L 177.937798 161.058864 \n",
       "L 178.436178 169.228256 \n",
       "L 178.95117 152.014743 \n",
       "L 179.466162 162.103962 \n",
       "L 179.931316 174.933628 \n",
       "L 180.446308 168.266951 \n",
       "L 180.944688 136.185213 \n",
       "L 181.45968 146.822336 \n",
       "L 181.958059 143.868232 \n",
       "L 182.473052 149.09929 \n",
       "L 182.988044 146.421303 \n",
       "L 183.486423 133.428998 \n",
       "L 184.001415 154.427127 \n",
       "L 184.499795 138.932152 \n",
       "L 185.014787 132.10129 \n",
       "L 185.529779 136.091216 \n",
       "L 185.994933 135.684308 \n",
       "L 186.509925 152.523688 \n",
       "L 187.008305 137.12271 \n",
       "L 187.523297 149.426115 \n",
       "L 188.021676 169.556318 \n",
       "L 188.536669 150.634162 \n",
       "L 189.051661 147.346431 \n",
       "L 189.55004 158.369436 \n",
       "L 190.065032 173.313107 \n",
       "L 190.563412 134.935115 \n",
       "L 191.078404 149.216168 \n",
       "L 191.593396 153.721531 \n",
       "L 192.075163 147.132773 \n",
       "L 192.590155 159.887921 \n",
       "L 193.088535 139.049958 \n",
       "L 193.603527 137.21547 \n",
       "L 194.101906 159.489052 \n",
       "L 194.616898 149.968453 \n",
       "L 195.13189 154.650989 \n",
       "L 195.63027 154.13586 \n",
       "L 196.145262 149.637299 \n",
       "L 196.643642 142.092183 \n",
       "L 197.158634 148.539637 \n",
       "L 197.673626 134.854722 \n",
       "L 198.13878 166.904613 \n",
       "L 198.653772 130.601667 \n",
       "L 199.152152 149.168242 \n",
       "L 199.667144 153.345234 \n",
       "L 200.165523 161.613879 \n",
       "L 200.680515 135.674413 \n",
       "L 201.195507 139.85759 \n",
       "L 201.693887 142.809838 \n",
       "L 202.208879 137.828615 \n",
       "L 202.707259 150.77052 \n",
       "L 203.222251 135.187113 \n",
       "L 203.737243 172.804162 \n",
       "L 204.202397 136.875658 \n",
       "L 204.717389 141.714031 \n",
       "L 205.215769 142.362734 \n",
       "L 205.730761 166.74723 \n",
       "L 206.22914 162.925818 \n",
       "L 207.259125 186.33664 \n",
       "L 207.757504 159.170575 \n",
       "L 208.272496 154.575544 \n",
       "L 208.770876 139.28124 \n",
       "L 209.285868 150.745474 \n",
       "L 209.80086 158.220402 \n",
       "L 210.266014 159.982536 \n",
       "L 210.781006 169.539312 \n",
       "L 211.279386 157.767113 \n",
       "L 211.794378 138.33354 \n",
       "L 212.292757 142.006226 \n",
       "L 212.807749 160.157853 \n",
       "L 213.322742 156.234096 \n",
       "L 213.821121 147.113294 \n",
       "L 214.336113 160.58857 \n",
       "L 214.834493 145.296121 \n",
       "L 215.349485 166.512237 \n",
       "L 215.864477 168.21717 \n",
       "L 216.346244 129.24242 \n",
       "L 216.861236 143.001852 \n",
       "L 217.359615 131.811569 \n",
       "L 217.874608 154.877633 \n",
       "L 218.372987 170.340142 \n",
       "L 218.887979 153.627843 \n",
       "L 219.402971 164.009257 \n",
       "L 219.901351 136.141307 \n",
       "L 220.416343 183.26133 \n",
       "L 220.914722 144.721626 \n",
       "L 221.944707 163.712115 \n",
       "L 222.409861 141.947787 \n",
       "L 222.924853 160.348012 \n",
       "L 223.423232 163.599566 \n",
       "L 223.938225 154.116999 \n",
       "L 224.436604 137.359248 \n",
       "L 224.951596 146.46861 \n",
       "L 225.466588 144.871279 \n",
       "L 225.964968 144.958165 \n",
       "L 226.47996 149.060021 \n",
       "L 226.978339 138.630063 \n",
       "L 227.493332 149.298415 \n",
       "L 228.473478 150.851221 \n",
       "L 228.98847 142.21339 \n",
       "L 229.486849 141.132734 \n",
       "L 230.001842 172.730263 \n",
       "L 230.500221 149.806123 \n",
       "L 231.015213 139.06047 \n",
       "L 231.530205 139.626617 \n",
       "L 232.028585 155.15715 \n",
       "L 233.041956 136.874112 \n",
       "L 233.556949 136.630153 \n",
       "L 234.537095 161.319829 \n",
       "L 235.052087 139.31216 \n",
       "L 235.550467 161.736941 \n",
       "L 236.065459 162.685878 \n",
       "L 236.563838 132.648885 \n",
       "L 237.07883 140.875788 \n",
       "L 238.092202 161.787959 \n",
       "L 239.105574 143.886784 \n",
       "L 239.620566 149.534026 \n",
       "L 240.135558 162.564672 \n",
       "L 240.617325 140.60802 \n",
       "L 241.132317 169.987653 \n",
       "L 241.630696 144.634741 \n",
       "L 242.145688 142.554438 \n",
       "L 242.644068 151.264932 \n",
       "L 243.15906 156.872905 \n",
       "L 243.674052 160.711322 \n",
       "L 244.172432 156.432603 \n",
       "L 244.687424 136.440922 \n",
       "L 245.700795 155.299382 \n",
       "L 246.215787 155.353802 \n",
       "L 247.195934 163.357462 \n",
       "L 247.694313 152.651078 \n",
       "L 248.209305 159.854837 \n",
       "L 248.707685 147.026718 \n",
       "L 249.222677 168.413203 \n",
       "L 250.236049 140.096911 \n",
       "L 250.751041 145.978527 \n",
       "L 251.24942 154.581418 \n",
       "L 251.764412 138.489377 \n",
       "L 252.279405 149.364275 \n",
       "L 252.744559 143.234062 \n",
       "L 253.259551 141.445336 \n",
       "L 253.75793 144.988157 \n",
       "L 254.272922 151.216696 \n",
       "L 254.771302 139.124475 \n",
       "L 255.286294 161.829392 \n",
       "L 255.801286 134.806487 \n",
       "L 256.299666 159.805055 \n",
       "L 256.814658 125.297328 \n",
       "L 257.828029 152.676742 \n",
       "L 258.343022 145.096377 \n",
       "L 258.808176 155.098711 \n",
       "L 259.323168 144.787795 \n",
       "L 259.821547 151.070444 \n",
       "L 260.336539 134.350416 \n",
       "L 260.834919 148.530979 \n",
       "L 261.349911 153.493341 \n",
       "L 261.864903 155.412241 \n",
       "L 262.363283 162.753593 \n",
       "L 262.878275 132.570657 \n",
       "L 263.376654 149.675949 \n",
       "L 263.891646 163.485471 \n",
       "L 264.406639 142.543616 \n",
       "L 264.888405 133.624413 \n",
       "L 265.901777 170.037434 \n",
       "L 266.416769 143.273021 \n",
       "L 266.915149 139.074384 \n",
       "L 267.430141 164.011422 \n",
       "L 267.945133 170.129885 \n",
       "L 268.443512 152.536365 \n",
       "L 268.958505 153.344616 \n",
       "L 269.456884 143.982327 \n",
       "L 269.971876 164.722893 \n",
       "L 270.486868 160.574037 \n",
       "L 270.952022 147.335609 \n",
       "L 271.467015 140.821678 \n",
       "L 271.965394 143.449884 \n",
       "L 272.480386 156.353757 \n",
       "L 272.978766 152.027421 \n",
       "L 273.493758 170.266861 \n",
       "L 274.00875 172.596689 \n",
       "L 274.507129 167.545895 \n",
       "L 275.022122 146.873972 \n",
       "L 275.520501 166.342795 \n",
       "L 276.035493 139.456247 \n",
       "L 276.550485 159.199331 \n",
       "L 277.01564 144.370993 \n",
       "L 277.530632 145.257471 \n",
       "L 278.029011 147.190285 \n",
       "L 278.544003 145.6718 \n",
       "L 279.042383 140.92526 \n",
       "L 279.557375 148.860278 \n",
       "L 280.072367 139.739166 \n",
       "L 280.570747 146.385744 \n",
       "L 281.085739 145.326423 \n",
       "L 281.584118 138.372808 \n",
       "L 282.09911 151.971146 \n",
       "L 282.614102 151.321825 \n",
       "L 283.079257 153.347398 \n",
       "L 283.594249 143.072659 \n",
       "L 284.60762 154.582037 \n",
       "L 285.106 144.166302 \n",
       "L 285.620992 158.639369 \n",
       "L 286.135984 168.697977 \n",
       "L 286.634364 149.922382 \n",
       "L 287.149356 149.053219 \n",
       "L 287.647735 146.120141 \n",
       "L 288.162727 175.273748 \n",
       "L 288.677719 150.332691 \n",
       "L 289.159486 158.755628 \n",
       "L 289.674478 159.512861 \n",
       "L 290.172858 144.247931 \n",
       "L 290.68785 147.731077 \n",
       "L 291.186229 161.811459 \n",
       "L 291.701222 144.830156 \n",
       "L 292.216214 172.93279 \n",
       "L 293.229585 139.758646 \n",
       "L 293.727965 139.783382 \n",
       "L 294.242957 135.017053 \n",
       "L 294.757949 143.349084 \n",
       "L 295.223103 145.326423 \n",
       "L 295.738095 153.045619 \n",
       "L 296.236475 146.784613 \n",
       "L 296.751467 163.602968 \n",
       "L 297.249847 145.528949 \n",
       "L 297.764839 146.487781 \n",
       "L 298.279831 160.971979 \n",
       "L 298.77821 146.340292 \n",
       "L 299.293202 140.737575 \n",
       "L 300.306574 165.967735 \n",
       "L 300.821566 148.757932 \n",
       "L 301.28672 156.240589 \n",
       "L 301.801712 174.405204 \n",
       "L 302.300092 180.955621 \n",
       "L 302.815084 180.335673 \n",
       "L 303.313464 134.557581 \n",
       "L 303.828456 147.550504 \n",
       "L 304.343448 170.299946 \n",
       "L 304.841827 154.114525 \n",
       "L 305.356819 120.736618 \n",
       "L 305.855199 151.12239 \n",
       "L 306.370191 138.759618 \n",
       "L 306.885183 161.572137 \n",
       "L 307.350337 144.613097 \n",
       "L 307.86533 140.122884 \n",
       "L 308.363709 148.591273 \n",
       "L 308.878701 160.365945 \n",
       "L 309.377081 155.321954 \n",
       "L 309.892073 138.501126 \n",
       "L 310.407065 158.469927 \n",
       "L 310.905444 146.223723 \n",
       "L 311.420437 156.506811 \n",
       "L 311.918816 148.069961 \n",
       "L 312.433808 146.81677 \n",
       "L 312.9488 149.47064 \n",
       "L 313.430567 149.337993 \n",
       "L 313.945559 153.366569 \n",
       "L 314.443939 149.410037 \n",
       "L 314.958931 150.12831 \n",
       "L 315.45731 148.570557 \n",
       "L 315.972302 158.274512 \n",
       "L 316.487295 145.366619 \n",
       "L 316.985674 152.048755 \n",
       "L 317.500666 153.835626 \n",
       "L 317.999046 153.650106 \n",
       "L 318.514038 142.841686 \n",
       "L 319.02903 152.643348 \n",
       "L 319.494184 157.794941 \n",
       "L 320.009176 144.385834 \n",
       "L 321.022548 170.828679 \n",
       "L 321.520927 149.608853 \n",
       "L 322.03592 145.242011 \n",
       "L 322.550912 144.911475 \n",
       "L 323.049291 145.740443 \n",
       "L 323.564283 153.843356 \n",
       "L 324.062663 150.602933 \n",
       "L 324.577655 151.042926 \n",
       "L 325.092647 157.456676 \n",
       "L 325.557801 161.260463 \n",
       "L 326.072793 147.111439 \n",
       "L 326.571173 171.035843 \n",
       "L 327.086165 157.98108 \n",
       "L 327.584544 158.77047 \n",
       "L 328.099537 178.10108 \n",
       "L 328.614529 156.942475 \n",
       "L 329.112908 141.713722 \n",
       "L 329.6279 149.375097 \n",
       "L 330.12628 152.87092 \n",
       "L 330.641272 128.34512 \n",
       "L 331.156264 151.406855 \n",
       "L 331.621418 141.376693 \n",
       "L 332.13641 141.925524 \n",
       "L 332.63479 166.94048 \n",
       "L 333.149782 146.472939 \n",
       "L 333.648161 139.581474 \n",
       "L 334.163154 156.733455 \n",
       "L 334.678146 144.189801 \n",
       "L 335.176525 163.27336 \n",
       "L 335.691517 152.347753 \n",
       "L 336.189897 144.371302 \n",
       "L 336.704889 166.024627 \n",
       "L 337.219881 165.187621 \n",
       "L 337.701648 153.208876 \n",
       "L 338.21664 125.680428 \n",
       "L 338.71502 146.430269 \n",
       "L 339.230012 151.2269 \n",
       "L 339.728391 161.600893 \n",
       "L 340.243383 149.214003 \n",
       "L 340.758375 141.045848 \n",
       "L 341.256755 151.995573 \n",
       "L 341.771747 136.702506 \n",
       "L 342.270127 165.264612 \n",
       "L 342.785119 156.866102 \n",
       "L 343.300111 171.376892 \n",
       "L 343.765265 145.358889 \n",
       "L 344.280257 148.444094 \n",
       "L 344.778637 153.232685 \n",
       "L 345.293629 175.627474 \n",
       "L 345.792008 174.941976 \n",
       "L 346.307 138.870003 \n",
       "L 346.821992 161.775901 \n",
       "L 347.320372 137.588057 \n",
       "L 347.835364 164.736188 \n",
       "L 348.333744 160.876126 \n",
       "L 348.848736 177.441245 \n",
       "L 349.363728 137.257521 \n",
       "L 349.828882 156.253267 \n",
       "L 350.343874 187.355457 \n",
       "L 350.842254 174.686885 \n",
       "L 351.357246 170.581009 \n",
       "L 351.855625 131.85764 \n",
       "L 352.370617 139.31989 \n",
       "L 352.88561 140.093201 \n",
       "L 353.383989 160.420983 \n",
       "L 353.898981 139.192499 \n",
       "L 354.397361 136.015462 \n",
       "L 354.912353 138.703344 \n",
       "L 355.427345 149.561545 \n",
       "L 355.892499 140.945667 \n",
       "L 356.407491 144.484778 \n",
       "L 356.905871 166.048745 \n",
       "L 357.420863 153.82666 \n",
       "L 357.919242 167.246589 \n",
       "L 358.434234 141.646625 \n",
       "L 358.949227 156.342007 \n",
       "L 359.447606 167.370269 \n",
       "L 359.962598 155.181268 \n",
       "L 360.460978 126.574327 \n",
       "L 360.97597 146.015322 \n",
       "L 361.490962 145.097923 \n",
       "L 361.972729 152.093899 \n",
       "L 362.487721 153.088907 \n",
       "L 362.9861 149.727895 \n",
       "L 363.501092 161.252424 \n",
       "L 363.999472 156.106396 \n",
       "L 364.514464 143.670344 \n",
       "L 365.029456 157.162626 \n",
       "L 365.527836 152.108431 \n",
       "L 366.042828 139.403992 \n",
       "L 367.056199 163.279853 \n",
       "L 367.571192 168.510292 \n",
       "L 368.036346 157.220446 \n",
       "L 368.551338 170.798068 \n",
       "L 369.049717 162.368948 \n",
       "L 369.56471 157.465024 \n",
       "L 370.063089 137.178675 \n",
       "L 370.578081 163.961022 \n",
       "L 371.093073 138.115553 \n",
       "L 371.591453 154.919375 \n",
       "L 372.106445 192.115602 \n",
       "L 372.604824 151.254728 \n",
       "L 373.119817 153.426554 \n",
       "L 373.634809 154.065981 \n",
       "L 374.614955 169.00223 \n",
       "L 375.113334 167.771611 \n",
       "L 375.628327 161.884739 \n",
       "L 376.126706 176.705348 \n",
       "L 376.641698 181.925583 \n",
       "L 377.15669 188.71594 \n",
       "L 377.65507 103.592366 \n",
       "L 378.170062 167.482509 \n",
       "L 378.668441 163.141022 \n",
       "L 379.183434 111.008236 \n",
       "L 379.698426 136.730025 \n",
       "L 380.16358 145.456287 \n",
       "L 380.678572 140.414151 \n",
       "L 381.176951 137.741729 \n",
       "L 381.691944 138.875568 \n",
       "L 382.190323 173.462141 \n",
       "L 382.705315 162.075207 \n",
       "L 383.220307 166.543775 \n",
       "L 383.718687 137.520033 \n",
       "L 384.233679 145.137192 \n",
       "L 384.732058 158.191646 \n",
       "L 385.247051 115.828057 \n",
       "L 385.762043 152.530799 \n",
       "L 386.24381 146.52303 \n",
       "L 386.758802 158.007362 \n",
       "L 387.257181 157.674662 \n",
       "L 387.772173 141.025132 \n",
       "L 388.270553 156.688312 \n",
       "L 388.785545 155.223319 \n",
       "L 389.300537 147.21162 \n",
       "L 389.798917 161.090093 \n",
       "L 390.313909 153.132813 \n",
       "L 390.812288 135.747076 \n",
       "L 391.32728 166.023081 \n",
       "L 391.842272 159.659112 \n",
       "L 392.307427 157.650854 \n",
       "L 392.822419 153.256803 \n",
       "L 393.320798 158.123313 \n",
       "L 393.83579 138.907725 \n",
       "L 394.33417 158.750681 \n",
       "L 394.849162 158.915176 \n",
       "L 395.364154 154.304993 \n",
       "L 395.862534 166.935842 \n",
       "L 396.377526 140.740976 \n",
       "L 396.875905 152.248499 \n",
       "L 397.390897 171.858626 \n",
       "L 398.886036 129.17285 \n",
       "L 399.384415 147.608324 \n",
       "L 399.899407 158.114346 \n",
       "L 400.397787 137.246699 \n",
       "L 400.912779 141.690222 \n",
       "L 401.427771 156.92114 \n",
       "L 401.926151 189.110789 \n",
       "L 402.441143 144.344092 \n",
       "L 402.939522 149.31573 \n",
       "L 403.454514 139.476345 \n",
       "L 403.969507 163.066814 \n",
       "L 404.434661 134.50347 \n",
       "L 404.949653 152.156666 \n",
       "L 405.448032 158.987219 \n",
       "L 405.963024 140.304385 \n",
       "L 406.461404 150.155829 \n",
       "L 406.976396 134.775876 \n",
       "L 407.989768 177.258198 \n",
       "L 408.50476 135.124655 \n",
       "L 409.003139 146.066959 \n",
       "L 409.518131 134.505326 \n",
       "L 410.033124 154.477218 \n",
       "L 410.51489 191.964403 \n",
       "L 411.029883 138.623879 \n",
       "L 411.528262 136.211186 \n",
       "L 412.043254 143.129861 \n",
       "L 412.541634 133.320778 \n",
       "L 413.056626 147.508143 \n",
       "L 413.571618 145.670254 \n",
       "L 414.069997 148.577668 \n",
       "L 414.58499 122.339824 \n",
       "L 415.083369 165.430962 \n",
       "L 415.598361 167.185367 \n",
       "L 416.113353 149.992571 \n",
       "L 416.578507 140.51124 \n",
       "L 417.0935 158.274512 \n",
       "L 417.591879 150.602624 \n",
       "L 418.106871 157.958199 \n",
       "L 418.605251 155.743086 \n",
       "L 419.120243 172.193182 \n",
       "L 419.635235 174.510641 \n",
       "L 420.133614 136.188923 \n",
       "L 420.648607 140.614822 \n",
       "L 421.146986 163.47836 \n",
       "L 421.661978 162.894898 \n",
       "L 422.17697 170.599252 \n",
       "L 423.157117 141.412251 \n",
       "L 423.655496 163.514536 \n",
       "L 424.668868 161.137401 \n",
       "L 425.18386 117.991225 \n",
       "L 425.698852 149.606997 \n",
       "L 426.197231 118.109958 \n",
       "L 426.712224 138.730862 \n",
       "L 427.210603 150.304554 \n",
       "L 427.725595 141.852862 \n",
       "L 428.240587 145.448557 \n",
       "L 428.705742 144.068594 \n",
       "L 429.220734 131.853002 \n",
       "L 429.719113 150.701877 \n",
       "L 430.234105 143.091829 \n",
       "L 430.732485 164.552523 \n",
       "L 431.247477 153.719676 \n",
       "L 431.762469 149.835497 \n",
       "L 432.260849 163.460426 \n",
       "L 432.775841 145.65232 \n",
       "L 433.27422 158.026533 \n",
       "L 433.789212 158.818396 \n",
       "L 434.304204 166.872456 \n",
       "L 434.785971 150.650859 \n",
       "L 435.300963 154.006305 \n",
       "L 435.799343 170.968438 \n",
       "L 436.314335 147.560707 \n",
       "L 436.812714 161.167703 \n",
       "L 437.327707 119.946919 \n",
       "L 437.842699 154.666449 \n",
       "L 438.341078 154.813628 \n",
       "L 438.85607 158.094866 \n",
       "L 439.35445 147.477532 \n",
       "L 439.869442 128.286681 \n",
       "L 440.384434 149.566183 \n",
       "L 440.849588 155.33123 \n",
       "L 441.36458 155.467278 \n",
       "L 441.86296 137.545696 \n",
       "L 442.377952 149.506507 \n",
       "L 442.876332 154.868666 \n",
       "L 443.391324 156.273365 \n",
       "L 443.906316 167.105284 \n",
       "L 444.404695 141.049868 \n",
       "L 444.919687 133.38571 \n",
       "L 445.418067 141.476565 \n",
       "L 445.933059 151.751614 \n",
       "L 446.448051 132.373696 \n",
       "L 446.913205 138.129158 \n",
       "L 447.428197 157.23467 \n",
       "L 447.926577 139.069128 \n",
       "L 448.441569 150.386802 \n",
       "L 448.939949 173.250339 \n",
       "L 449.454941 134.327226 \n",
       "L 449.969933 179.224097 \n",
       "L 450.468312 139.545916 \n",
       "L 450.983304 150.12429 \n",
       "L 451.481684 162.949936 \n",
       "L 451.996676 115.059075 \n",
       "L 452.511668 139.97354 \n",
       "L 452.976822 147.474131 \n",
       "L 453.491814 160.046232 \n",
       "L 453.990194 153.207021 \n",
       "L 454.505186 141.2929 \n",
       "L 455.003566 141.109853 \n",
       "L 455.518558 143.305178 \n",
       "L 456.03355 161.214083 \n",
       "L 456.531929 224.472838 \n",
       "L 457.545301 133.046826 \n",
       "L 458.060293 140.915675 \n",
       "L 458.575285 138.808163 \n",
       "L 459.057052 159.92317 \n",
       "L 459.572044 151.392013 \n",
       "L 460.070424 154.652844 \n",
       "L 460.585416 138.880516 \n",
       "L 461.083795 157.039564 \n",
       "L 461.598787 163.450532 \n",
       "L 462.11378 143.287553 \n",
       "L 462.612159 149.33521 \n",
       "L 463.127151 159.865349 \n",
       "L 464.140523 134.35258 \n",
       "L 464.655515 159.874935 \n",
       "L 465.120669 148.154063 \n",
       "L 465.635661 139.885418 \n",
       "L 466.134041 142.628337 \n",
       "L 466.649033 156.292535 \n",
       "L 467.147412 130.943024 \n",
       "L 467.662404 147.949682 \n",
       "L 468.675776 163.845999 \n",
       "L 469.190768 149.282337 \n",
       "L 469.689148 149.134539 \n",
       "L 470.20414 176.470355 \n",
       "L 470.719132 150.183966 \n",
       "L 471.184286 147.324478 \n",
       "L 471.699278 163.53618 \n",
       "L 472.197658 127.292291 \n",
       "L 472.71265 156.087535 \n",
       "L 473.211029 157.69507 \n",
       "L 473.726022 183.207529 \n",
       "L 474.739393 158.655756 \n",
       "L 475.254385 134.463583 \n",
       "L 475.752765 145.666234 \n",
       "L 476.267757 139.614558 \n",
       "L 476.782749 131.338801 \n",
       "L 477.247903 145.848354 \n",
       "L 477.762895 153.767293 \n",
       "L 478.261275 142.195147 \n",
       "L 478.776267 168.403309 \n",
       "L 479.274646 140.326957 \n",
       "L 479.789639 146.502313 \n",
       "L 480.304631 158.185771 \n",
       "L 480.80301 149.272751 \n",
       "L 481.318002 166.32146 \n",
       "L 481.816382 121.773986 \n",
       "L 482.331374 155.150966 \n",
       "L 482.846366 150.661681 \n",
       "L 483.328133 162.118804 \n",
       "L 483.843125 150.643438 \n",
       "L 484.341505 152.810008 \n",
       "L 484.856497 160.745644 \n",
       "L 485.354876 142.453948 \n",
       "L 485.869868 161.228306 \n",
       "L 486.38486 150.938106 \n",
       "L 486.88324 151.395105 \n",
       "L 487.398232 142.367063 \n",
       "L 487.896611 149.305836 \n",
       "L 488.411604 150.89018 \n",
       "L 488.926596 153.113643 \n",
       "L 489.39175 147.03352 \n",
       "L 489.906742 162.641972 \n",
       "L 490.405122 145.647373 \n",
       "L 490.920114 153.11086 \n",
       "L 491.418493 155.040272 \n",
       "L 491.933485 142.578865 \n",
       "L 492.448477 154.596569 \n",
       "L 492.946857 149.209675 \n",
       "L 493.461849 160.232989 \n",
       "L 493.960229 148.744946 \n",
       "L 494.475221 145.063911 \n",
       "L 494.990213 162.275878 \n",
       "L 495.455367 168.950903 \n",
       "L 495.970359 151.855196 \n",
       "L 496.468739 151.899102 \n",
       "L 496.983731 163.411572 \n",
       "L 497.48211 145.31189 \n",
       "L 497.997102 141.610139 \n",
       "L 498.512094 160.461179 \n",
       "L 499.010474 150.301153 \n",
       "L 499.525466 166.295178 \n",
       "L 500.023846 150.901312 \n",
       "L 500.538838 148.497894 \n",
       "L 501.05383 142.532176 \n",
       "L 501.518984 146.422849 \n",
       "L 502.033976 147.046197 \n",
       "L 502.532356 144.30637 \n",
       "L 503.047348 145.161928 \n",
       "L 503.545727 142.175358 \n",
       "L 504.060719 151.91549 \n",
       "L 504.575712 143.550374 \n",
       "L 505.074091 158.297083 \n",
       "L 505.589083 141.566233 \n",
       "L 506.087463 150.093679 \n",
       "L 506.602455 146.096023 \n",
       "L 507.117447 149.734697 \n",
       "L 507.599214 151.41644 \n",
       "L 508.114206 146.887886 \n",
       "L 508.612585 146.501386 \n",
       "L 509.127577 157.354021 \n",
       "L 509.625957 171.441824 \n",
       "L 510.140949 144.757184 \n",
       "L 510.655941 138.408057 \n",
       "L 511.154321 150.563355 \n",
       "L 511.669313 134.509345 \n",
       "L 512.167692 158.31007 \n",
       "L 512.682684 138.257167 \n",
       "L 513.662831 168.670767 \n",
       "L 514.177823 141.682183 \n",
       "L 514.676202 132.639918 \n",
       "L 515.191195 141.16118 \n",
       "L 515.689574 131.133183 \n",
       "L 516.204566 166.022154 \n",
       "L 516.719558 136.717347 \n",
       "L 517.217938 165.437765 \n",
       "L 517.73293 145.405578 \n",
       "L 518.746301 153.396252 \n",
       "L 519.261294 132.120151 \n",
       "L 519.726448 138.937409 \n",
       "L 520.739819 162.751738 \n",
       "L 521.254812 144.946415 \n",
       "L 521.753191 162.019241 \n",
       "L 522.268183 203.60148 \n",
       "L 522.783175 135.059722 \n",
       "L 523.281555 131.784669 \n",
       "L 523.796547 135.620303 \n",
       "L 524.294926 135.293478 \n",
       "L 524.809919 142.903217 \n",
       "L 525.324911 166.566347 \n",
       "L 525.790065 143.06462 \n",
       "L 526.305057 139.611775 \n",
       "L 526.803436 161.193985 \n",
       "L 527.318429 139.076549 \n",
       "L 527.816808 164.324642 \n",
       "L 528.3318 157.857709 \n",
       "L 528.846792 161.800327 \n",
       "L 529.345172 135.587528 \n",
       "L 529.860164 143.405668 \n",
       "L 530.358543 128.897043 \n",
       "L 530.873536 167.042207 \n",
       "L 531.388528 144.970842 \n",
       "L 531.870295 138.249128 \n",
       "L 532.385287 173.194374 \n",
       "L 532.883666 166.807524 \n",
       "L 533.398658 138.843721 \n",
       "L 533.897038 160.257416 \n",
       "L 534.41203 131.605951 \n",
       "L 534.927022 170.60791 \n",
       "L 535.425402 162.36029 \n",
       "L 535.940394 186.442387 \n",
       "L 536.438773 148.467902 \n",
       "L 536.953765 142.555057 \n",
       "L 537.468757 185.4279 \n",
       "L 537.933912 176.56126 \n",
       "L 538.448904 128.869524 \n",
       "L 538.947283 151.562383 \n",
       "L 539.462275 160.22093 \n",
       "L 539.960655 160.444482 \n",
       "L 540.990639 183.081994 \n",
       "L 541.489019 146.180744 \n",
       "L 542.004011 130.429442 \n",
       "L 542.50239 149.270587 \n",
       "L 543.017382 159.727755 \n",
       "L 543.532374 161.500712 \n",
       "L 543.997529 140.970403 \n",
       "L 544.512521 170.127412 \n",
       "L 545.0109 158.040756 \n",
       "L 545.525892 176.515189 \n",
       "L 546.024272 179.874964 \n",
       "L 546.539264 152.33322 \n",
       "L 547.054256 185.687319 \n",
       "L 547.552636 131.619555 \n",
       "L 548.067628 135.842619 \n",
       "L 548.566007 171.281967 \n",
       "L 549.080999 162.016149 \n",
       "L 549.595991 159.558004 \n",
       "L 550.061146 151.599796 \n",
       "L 550.576138 129.199132 \n",
       "L 551.074517 135.165778 \n",
       "L 551.589509 149.736862 \n",
       "L 552.087889 147.64481 \n",
       "L 552.602881 147.071861 \n",
       "L 553.117873 157.610967 \n",
       "L 553.616253 136.127393 \n",
       "L 554.131245 149.66018 \n",
       "L 554.629624 140.729845 \n",
       "L 555.144616 147.666454 \n",
       "L 555.659609 150.01607 \n",
       "L 556.141375 158.087754 \n",
       "L 556.656368 162.280516 \n",
       "L 557.154747 150.441221 \n",
       "L 557.669739 148.10892 \n",
       "L 558.168119 166.447305 \n",
       "L 558.683111 153.955287 \n",
       "L 559.198103 148.435127 \n",
       "L 559.696482 149.285429 \n",
       "L 560.211474 139.883254 \n",
       "L 560.709854 143.916468 \n",
       "L 561.224846 162.999099 \n",
       "L 561.739838 147.788897 \n",
       "L 562.204992 160.030153 \n",
       "L 562.719985 162.58477 \n",
       "L 563.218364 143.055653 \n",
       "L 563.733356 151.226282 \n",
       "L 564.231736 141.385041 \n",
       "L 564.746728 156.633274 \n",
       "L 565.26172 151.513529 \n",
       "L 565.760099 161.242839 \n",
       "L 566.275092 142.322229 \n",
       "L 566.773471 153.72184 \n",
       "L 567.288463 142.400766 \n",
       "L 567.803455 155.297836 \n",
       "L 568.268609 148.896145 \n",
       "L 568.783602 150.771756 \n",
       "L 569.281981 164.384318 \n",
       "L 569.796973 154.906698 \n",
       "L 570.295353 155.380393 \n",
       "L 570.810345 147.043724 \n",
       "L 571.325337 148.778958 \n",
       "L 571.823716 143.31198 \n",
       "L 572.837088 151.436229 \n",
       "L 573.35208 148.796892 \n",
       "L 573.867072 159.126978 \n",
       "L 574.847219 142.465079 \n",
       "L 575.345598 142.751709 \n",
       "L 575.86059 159.341563 \n",
       "L 576.35897 164.611271 \n",
       "L 576.873962 151.208039 \n",
       "L 577.388954 142.152478 \n",
       "L 577.887333 146.775647 \n",
       "L 578.402326 170.07021 \n",
       "L 578.900705 156.116909 \n",
       "L 579.415697 174.071576 \n",
       "L 579.930689 161.594091 \n",
       "L 580.412456 158.007053 \n",
       "L 580.927448 138.953487 \n",
       "L 581.425828 147.372713 \n",
       "L 581.94082 179.096087 \n",
       "L 582.439199 158.898788 \n",
       "L 582.954192 151.341923 \n",
       "L 583.967563 211.952373 \n",
       "L 584.980935 148.103354 \n",
       "L 585.495927 178.795235 \n",
       "L 586.010919 186.043827 \n",
       "L 586.476073 127.646635 \n",
       "L 586.991065 120.575834 \n",
       "L 587.489445 133.970718 \n",
       "L 588.004437 155.620024 \n",
       "L 588.502816 129.267466 \n",
       "L 589.017809 144.897252 \n",
       "L 589.532801 140.78581 \n",
       "L 590.03118 163.600803 \n",
       "L 590.546172 137.053758 \n",
       "L 591.044552 145.756212 \n",
       "L 591.559544 166.292395 \n",
       "L 592.074536 143.868851 \n",
       "L 592.53969 134.849775 \n",
       "L 593.054682 148.523867 \n",
       "L 593.553062 179.53608 \n",
       "L 594.068054 170.884953 \n",
       "L 594.566434 132.77071 \n",
       "L 595.081426 168.36775 \n",
       "L 595.596418 126.151341 \n",
       "L 596.094797 142.726045 \n",
       "L 596.609789 153.053349 \n",
       "L 597.108169 133.792927 \n",
       "L 597.623161 148.53438 \n",
       "L 598.138153 142.841686 \n",
       "L 598.603307 153.90396 \n",
       "L 599.118299 146.086747 \n",
       "L 599.616679 159.330432 \n",
       "L 600.131671 160.522401 \n",
       "L 600.630051 162.086647 \n",
       "L 601.145043 172.920113 \n",
       "L 601.660035 180.893471 \n",
       "L 602.158414 119.0725 \n",
       "L 602.673406 156.701608 \n",
       "L 603.171786 153.289578 \n",
       "L 603.686778 138.103494 \n",
       "L 604.20177 141.784838 \n",
       "L 604.683537 146.966423 \n",
       "L 605.198529 156.910627 \n",
       "L 605.696909 175.167074 \n",
       "L 606.211901 142.89425 \n",
       "L 606.71028 151.583099 \n",
       "L 607.225272 146.552713 \n",
       "L 607.740265 146.570646 \n",
       "L 608.238644 159.221284 \n",
       "L 608.753636 152.856697 \n",
       "L 609.252016 150.970882 \n",
       "L 609.767008 137.520342 \n",
       "L 610.282 151.969291 \n",
       "L 610.747154 143.557176 \n",
       "L 611.262146 150.065851 \n",
       "L 611.760526 148.297223 \n",
       "L 612.275518 159.213245 \n",
       "L 612.773897 138.238924 \n",
       "L 613.288889 162.85532 \n",
       "L 613.803882 143.141611 \n",
       "L 614.302261 142.280796 \n",
       "L 614.817253 146.769463 \n",
       "L 615.315633 146.464591 \n",
       "L 615.830625 164.095524 \n",
       "L 616.345617 140.421881 \n",
       "L 616.810771 153.376463 \n",
       "L 617.325763 154.356011 \n",
       "L 617.824143 148.440383 \n",
       "L 618.339135 146.04315 \n",
       "L 618.837514 161.192748 \n",
       "L 619.352506 142.10888 \n",
       "L 619.867499 162.451813 \n",
       "L 620.365878 148.164576 \n",
       "L 620.88087 148.065941 \n",
       "L 621.894242 163.589054 \n",
       "L 622.409234 137.129821 \n",
       "L 622.874388 158.038901 \n",
       "L 623.38938 152.134404 \n",
       "L 623.88776 151.471787 \n",
       "L 624.402752 160.716888 \n",
       "L 624.901131 150.840399 \n",
       "L 625.416124 173.476983 \n",
       "L 625.931116 165.387674 \n",
       "L 626.429495 131.594201 \n",
       "L 626.944487 153.964563 \n",
       "L 627.442867 161.681904 \n",
       "L 627.957859 172.778808 \n",
       "L 628.472851 154.581418 \n",
       "L 628.954618 132.76267 \n",
       "L 629.46961 151.19969 \n",
       "L 629.967989 150.135421 \n",
       "L 630.482982 154.090408 \n",
       "L 630.981361 142.633594 \n",
       "L 631.496353 153.812745 \n",
       "L 632.011345 153.889118 \n",
       "L 632.509725 161.494837 \n",
       "L 633.024717 141.60983 \n",
       "L 633.523096 148.926756 \n",
       "L 634.038089 147.884749 \n",
       "L 634.553081 144.512916 \n",
       "L 635.018235 154.200174 \n",
       "L 635.533227 151.798921 \n",
       "L 636.031607 151.912707 \n",
       "L 636.546599 151.75316 \n",
       "L 637.044978 148.490783 \n",
       "L 637.55997 154.330966 \n",
       "L 638.074962 147.310873 \n",
       "L 638.573342 148.747419 \n",
       "L 639.088334 146.172705 \n",
       "L 639.586713 151.054984 \n",
       "L 640.101706 138.914218 \n",
       "L 640.616698 166.999537 \n",
       "L 642.095224 146.376159 \n",
       "L 642.610216 152.923175 \n",
       "L 643.108595 144.87097 \n",
       "L 643.623587 145.041958 \n",
       "L 644.138579 154.636147 \n",
       "L 644.636959 177.905974 \n",
       "L 645.151951 149.035904 \n",
       "L 645.650331 183.132084 \n",
       "L 646.165323 127.166447 \n",
       "L 646.680315 144.463444 \n",
       "L 647.145469 150.717028 \n",
       "L 647.660461 142.809529 \n",
       "L 648.158841 174.122285 \n",
       "L 648.673833 133.789217 \n",
       "L 649.172212 150.971191 \n",
       "L 649.687204 161.237582 \n",
       "L 650.202196 149.823129 \n",
       "L 650.700576 148.842962 \n",
       "L 651.215568 143.619635 \n",
       "L 651.713948 146.002026 \n",
       "L 652.22894 155.120664 \n",
       "L 653.225699 198.872256 \n",
       "L 653.740691 113.916887 \n",
       "L 654.23907 137.933125 \n",
       "L 654.754062 146.869953 \n",
       "L 655.252442 137.508901 \n",
       "L 655.767434 133.009413 \n",
       "L 656.282426 165.783142 \n",
       "L 656.780806 161.19986 \n",
       "L 657.295798 115.831149 \n",
       "L 657.794177 140.81704 \n",
       "L 658.309169 155.002241 \n",
       "L 658.824162 145.619854 \n",
       "L 659.289316 145.231498 \n",
       "L 659.804308 139.607446 \n",
       "L 660.302687 152.758371 \n",
       "L 660.817679 147.220277 \n",
       "L 661.316059 150.984796 \n",
       "L 661.831051 146.199296 \n",
       "L 662.346043 167.98496 \n",
       "L 662.844423 134.401743 \n",
       "L 663.359415 160.450976 \n",
       "L 663.857794 144.55775 \n",
       "L 664.372786 173.666523 \n",
       "L 664.887779 161.685305 \n",
       "L 665.352933 145.055563 \n",
       "L 665.867925 182.919973 \n",
       "L 666.366304 155.655273 \n",
       "L 666.881297 181.050545 \n",
       "L 667.379676 126.180715 \n",
       "L 667.894668 166.040706 \n",
       "L 668.40966 183.262567 \n",
       "L 668.90804 130.466546 \n",
       "L 669.423032 138.888555 \n",
       "L 669.921411 172.947013 \n",
       "L 670.436403 132.290521 \n",
       "L 670.951396 162.258563 \n",
       "L 671.41655 147.216876 \n",
       "L 671.931542 151.996191 \n",
       "L 672.429921 154.164307 \n",
       "L 672.944914 133.894345 \n",
       "L 673.443293 143.70652 \n",
       "L 673.958285 161.067831 \n",
       "L 674.473277 169.633618 \n",
       "L 674.971657 163.827447 \n",
       "L 675.486649 125.924697 \n",
       "L 675.985028 138.165953 \n",
       "L 675.985028 138.165953 \n",
       "\" clip-path=\"url(#p23419902aa)\" style=\"fill: none; stroke: #1f77b4; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 52.160938 255.598125 \n",
       "L 52.160938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 705.690938 255.598125 \n",
       "L 705.690938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 52.160937 255.598125 \n",
       "L 705.690938 255.598125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 52.160937 22.318125 \n",
       "L 705.690938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_16\">\n",
       "    <!-- Time series line chart of the return rate of the US stock market -->\n",
       "    <g transform=\"translate(189.968125 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-54\" d=\"M -19 4666 \n",
       "L 3928 4666 \n",
       "L 3928 4134 \n",
       "L 2272 4134 \n",
       "L 2272 0 \n",
       "L 1638 0 \n",
       "L 1638 4134 \n",
       "L -19 4134 \n",
       "L -19 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-55\" d=\"M 556 4666 \n",
       "L 1191 4666 \n",
       "L 1191 1831 \n",
       "Q 1191 1081 1462 751 \n",
       "Q 1734 422 2344 422 \n",
       "Q 2950 422 3222 751 \n",
       "Q 3494 1081 3494 1831 \n",
       "L 3494 4666 \n",
       "L 4128 4666 \n",
       "L 4128 1753 \n",
       "Q 4128 841 3676 375 \n",
       "Q 3225 -91 2344 -91 \n",
       "Q 1459 -91 1007 375 \n",
       "Q 556 841 556 1753 \n",
       "L 556 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-54\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"57.958984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"85.742188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"183.154297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"244.677734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"276.464844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"328.564453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"390.087891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"431.201172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"458.984375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"520.507812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"572.607422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"604.394531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"632.177734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"659.960938\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"723.339844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"784.863281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"816.650391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"871.630859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"935.009766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"996.289062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1037.402344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1076.611328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1108.398438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"1169.580078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1204.785156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1236.572266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"1275.78125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1339.160156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1400.683594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1432.470703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1471.333984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1532.857422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"1572.066406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1635.445312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1674.808594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1738.1875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1769.974609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1811.087891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1872.367188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1911.576172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1973.099609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"2004.886719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"2066.068359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2101.273438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2133.060547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"2172.269531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2235.648438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2297.171875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-55\" x=\"2328.958984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"2402.152344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2465.628906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"2497.416016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2549.515625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"2588.724609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"2649.90625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"2704.886719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2762.796875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"2794.583984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"2891.996094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"2953.275391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"2994.388672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"3048.673828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"3110.197266\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 52.160938 544.998125 \n",
       "L 705.690938 544.998125 \n",
       "L 705.690938 311.718125 \n",
       "L 52.160938 311.718125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m048c6b1a2f\" x=\"378.925937\" y=\"544.998125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 1 -->\n",
       "      <g transform=\"translate(375.744687 559.596562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_4\">\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"536.951269\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- −0.3 -->\n",
       "      <g transform=\"translate(20.878125 540.750488) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_10\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"506.031198\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_19\">\n",
       "      <!-- −0.2 -->\n",
       "      <g transform=\"translate(20.878125 509.830417) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_11\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"475.111127\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_20\">\n",
       "      <!-- −0.1 -->\n",
       "      <g transform=\"translate(20.878125 478.910346) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_12\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"444.191057\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_21\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(29.257813 447.990275) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_13\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"413.270986\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_22\">\n",
       "      <!-- 0.1 -->\n",
       "      <g transform=\"translate(29.257813 417.070204) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_14\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"382.350915\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_23\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(29.257813 386.150133) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_15\">\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"351.430844\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_24\">\n",
       "      <!-- 0.3 -->\n",
       "      <g transform=\"translate(29.257813 355.230062) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_16\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mf13b44a24d\" x=\"52.160938\" y=\"320.510773\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_25\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(29.257813 324.309992) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_26\">\n",
       "     <!-- Return -->\n",
       "     <g transform=\"translate(14.798438 444.949531) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"64.982422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"126.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"165.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"229.09375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"268.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_24\">\n",
       "    <path d=\"M 329.911188 449.86172 \n",
       "L 427.940687 449.86172 \n",
       "L 427.940687 432.015969 \n",
       "L 329.911188 432.015969 \n",
       "L 329.911188 449.86172 \n",
       "\" clip-path=\"url(#p267f2684fc)\" style=\"fill: none; stroke: #000000; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_25\">\n",
       "    <path d=\"M 378.925937 449.86172 \n",
       "L 378.925937 475.842387 \n",
       "\" clip-path=\"url(#p267f2684fc)\" style=\"fill: none; stroke: #000000; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_26\">\n",
       "    <path d=\"M 378.925937 432.015969 \n",
       "L 378.925937 406.62317 \n",
       "\" clip-path=\"url(#p267f2684fc)\" style=\"fill: none; stroke: #000000; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_27\">\n",
       "    <path d=\"M 354.418562 475.842387 \n",
       "L 403.433312 475.842387 \n",
       "\" clip-path=\"url(#p267f2684fc)\" style=\"fill: none; stroke: #000000; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_28\">\n",
       "    <path d=\"M 354.418562 406.62317 \n",
       "L 403.433312 406.62317 \n",
       "\" clip-path=\"url(#p267f2684fc)\" style=\"fill: none; stroke: #000000; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_29\">\n",
       "    <defs>\n",
       "     <path id=\"m7561a348fa\" d=\"M 0 3 \n",
       "C 0.795609 3 1.55874 2.683901 2.12132 2.12132 \n",
       "C 2.683901 1.55874 3 0.795609 3 0 \n",
       "C 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \n",
       "C 1.55874 -2.683901 0.795609 -3 0 -3 \n",
       "C -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \n",
       "C -2.683901 -1.55874 -3 -0.795609 -3 0 \n",
       "C -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \n",
       "C -1.55874 2.683901 -0.795609 3 0 3 \n",
       "z\n",
       "\" style=\"stroke: #000000\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p267f2684fc)\">\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"505.005889\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"482.473815\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"493.656986\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"482.780851\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"485.573243\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"534.394489\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"485.924185\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"478.388346\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"499.66692\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"507.947624\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"485.176538\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"491.561842\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"476.915623\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"478.006174\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"486.434985\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"517.909453\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"481.519931\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"512.559044\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"476.755457\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"481.515602\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"478.11594\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"478.510789\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"481.364403\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"513.872838\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"493.00148\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"501.352373\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"488.272256\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"400.797829\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"338.863999\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"329.357624\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"322.321761\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"378.250604\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"402.954813\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"404.9909\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"399.059193\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"370.627879\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"394.157744\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"392.992366\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"400.408236\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"405.228057\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"404.459075\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"403.316887\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "     <use xlink:href=\"#m7561a348fa\" x=\"378.925937\" y=\"405.231149\" style=\"fill-opacity: 0; stroke: #000000\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_30\">\n",
       "    <path d=\"M 329.911188 440.21288 \n",
       "L 427.940687 440.21288 \n",
       "\" clip-path=\"url(#p267f2684fc)\" style=\"fill: none; stroke: #ff7f0e\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 52.160938 544.998125 \n",
       "L 52.160938 311.718125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 705.690938 544.998125 \n",
       "L 705.690938 311.718125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 52.160937 544.998125 \n",
       "L 705.690938 544.998125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_11\">\n",
       "    <path d=\"M 52.160937 311.718125 \n",
       "L 705.690938 311.718125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_27\">\n",
       "    <!-- Box plot of the return rate of the US stock market -->\n",
       "    <g transform=\"translate(230.005 305.718125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-42\" d=\"M 1259 2228 \n",
       "L 1259 519 \n",
       "L 2272 519 \n",
       "Q 2781 519 3026 730 \n",
       "Q 3272 941 3272 1375 \n",
       "Q 3272 1813 3026 2020 \n",
       "Q 2781 2228 2272 2228 \n",
       "L 1259 2228 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2741 \n",
       "L 2194 2741 \n",
       "Q 2656 2741 2882 2914 \n",
       "Q 3109 3088 3109 3444 \n",
       "Q 3109 3797 2882 3972 \n",
       "Q 2656 4147 2194 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 2241 4666 \n",
       "Q 2963 4666 3353 4366 \n",
       "Q 3744 4066 3744 3513 \n",
       "Q 3744 3084 3544 2831 \n",
       "Q 3344 2578 2956 2516 \n",
       "Q 3422 2416 3680 2098 \n",
       "Q 3938 1781 3938 1306 \n",
       "Q 3938 681 3513 340 \n",
       "Q 3088 0 2303 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
       "L 2247 1797 \n",
       "L 3578 0 \n",
       "L 2900 0 \n",
       "L 1881 1375 \n",
       "L 863 0 \n",
       "L 184 0 \n",
       "L 1544 1831 \n",
       "L 300 3500 \n",
       "L 978 3500 \n",
       "L 1906 2253 \n",
       "L 2834 3500 \n",
       "L 3513 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-42\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"68.603516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-78\" x=\"126.660156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"185.839844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-70\" x=\"217.626953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"281.103516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"308.886719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"370.068359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"409.277344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"441.064453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"502.246094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"537.451172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"569.238281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"608.447266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"671.826172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"733.349609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"765.136719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"804\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"865.523438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"904.732422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"968.111328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1007.474609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1070.853516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1102.640625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1143.753906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1205.033203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1244.242188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1305.765625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1337.552734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"1398.734375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1433.939453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1465.726562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"1504.935547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1568.314453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1629.837891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-55\" x=\"1661.625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"1734.818359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1798.294922\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"1830.082031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1882.181641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1921.390625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"1982.572266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"2037.552734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2095.462891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"2127.25\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"2224.662109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"2285.941406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"2327.054688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2381.339844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2442.863281\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p23419902aa\">\n",
       "   <rect x=\"52.160938\" y=\"22.318125\" width=\"653.53\" height=\"233.28\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p267f2684fc\">\n",
       "   <rect x=\"52.160938\" y=\"311.718125\" width=\"653.53\" height=\"233.28\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 3000x2400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置图片清晰度\n",
    "plt.rcParams['figure.dpi'] = 300\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['WenQuanYi Zen Hei']\n",
    "\n",
    "# 创建画布\n",
    "fig, axes = plt.subplots(2, 1, figsize=(10, 8))\n",
    "\n",
    "# 绘制时间序列图\n",
    "axes[0].plot(data['month'], data['r'])\n",
    "axes[0].set_title('Time series line chart of the return rate of the US stock market')\n",
    "axes[0].set_xlabel('Date')\n",
    "axes[0].set_ylabel('Return')\n",
    "\n",
    "# 绘制箱线图\n",
    "axes[1].boxplot(data['r'])\n",
    "axes[1].set_title('Box plot of the return rate of the US stock market')\n",
    "axes[1].set_ylabel('Return')\n",
    "\n",
    "# 调整子图之间的间距\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由输出结果可知，已成功绘制出美国股票市场收益率的时间序列图和箱线图。从时间序列图中可以观察到收益率随时间的变化趋势，是否存在周期性、季节性或长期趋势等。箱线图则可以直观地看到收益率数据的分布情况，包括中位数、四分位数间距、异常值等信息。之后，我计划对美国股票市场收益率进行自相关检验，以进一步了解其时间序列特征。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>自相关系数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>-0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>-0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>-0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>-0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>-0.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    自相关系数\n",
       "0    1.00\n",
       "1    0.09\n",
       "2   -0.02\n",
       "3   -0.09\n",
       "4    0.01\n",
       "5    0.06\n",
       "6   -0.04\n",
       "7    0.02\n",
       "8    0.04\n",
       "9    0.05\n",
       "10   0.01\n",
       "11  -0.02\n",
       "12  -0.00\n",
       "13  -0.04\n",
       "14  -0.09\n",
       "15   0.01\n",
       "16  -0.03\n",
       "17   0.07\n",
       "18   0.03\n",
       "19  -0.03\n",
       "20  -0.08\n",
       "21  -0.09\n",
       "22  -0.02\n",
       "23  -0.01\n",
       "24   0.02\n",
       "25  -0.05\n",
       "26   0.00\n",
       "27  -0.01\n",
       "28   0.00\n",
       "29   0.01\n",
       "30   0.02\n",
       "31   0.03\n",
       "32  -0.04\n",
       "33  -0.03\n",
       "34  -0.04\n",
       "35   0.03\n",
       "36   0.01\n",
       "37   0.03\n",
       "38   0.03\n",
       "39  -0.02\n",
       "40  -0.02"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from statsmodels.tsa.stattools import acf\n",
    "\n",
    "# 计算自相关系数，最多计算 40 阶\n",
    "acf_values = acf(data['r'], nlags=40)\n",
    "\n",
    "# 输出自相关系数结果（保留两位小数）\n",
    "pd.DataFrame({'自相关系数': acf_values.round(2)})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由输出结果可知，已成功计算出美国股票市场收益率的自相关系数。从这些自相关系数中，我们可以推测出以下信息：\n",
    "自相关系数的绝对值随着滞后阶数的增加而逐渐减小。例如，一阶自相关系数为 0.09，而到了十几阶之后（如 14 阶为 -0.09），自相关系数的绝对值已经变得较小。这可能暗示着美国股票市场收益率的短期相关性较弱，随着时间间隔的增大，过去的收益率对当前收益率的影响逐渐减弱。部分自相关系数为正值（如 1 阶、5 阶、8 阶等），部分为负值（如 2 阶、3 阶、6 阶等），这表明收益率之间可能存在一定的波动交替性，但由于大部分自相关系数的绝对值较小，这种交替性也不是非常强烈。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4. 可预测性分析 - 基准模型**\n",
    "### 我将使用线性回归模型（基准模型 ）来预测美国股票市场收益率。这里选择前一期的收益率作为自变量 。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4.1.单因数回归**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4.1.1.选取新兴市场宏观经济通货膨胀数据作为x进行预测**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                      r   R-squared:                       0.001\n",
      "Model:                            OLS   Adj. R-squared:                 -0.001\n",
      "Method:                 Least Squares   F-statistic:                    0.5838\n",
      "Date:                Tue, 31 Dec 2024   Prob (F-statistic):              0.445\n",
      "Time:                        20:21:59   Log-Likelihood:                 783.52\n",
      "No. Observations:                 467   AIC:                            -1563.\n",
      "Df Residuals:                     465   BIC:                            -1555.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "const          0.0132      0.005      2.530      0.012       0.003       0.024\n",
      "x_lag         -0.0006      0.001     -0.764      0.445      -0.002       0.001\n",
      "==============================================================================\n",
      "Omnibus:                       67.090   Durbin-Watson:                   1.942\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              147.376\n",
      "Skew:                          -0.771   Prob(JB):                     9.95e-33\n",
      "Kurtosis:                       5.280   Cond. No.                         15.9\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x1800 with 0 Axes>"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2479e40a1b0>]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x247a858d580>]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Actual vs Predicted Stock Returns')"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Date')"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Stock Return')"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x247a85748f0>"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"625.285004pt\" height=\"392.514375pt\" viewBox=\"0 0 625.285004 392.514375\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-12-31T20:22:00.044275</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 392.514375 \n",
       "L 625.285004 392.514375 \n",
       "L 625.285004 0 \n",
       "L -0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 58.523438 354.958125 \n",
       "L 616.523438 354.958125 \n",
       "L 616.523438 22.318125 \n",
       "L 58.523438 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m5061f47ffc\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5061f47ffc\" x=\"82.778242\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1985 -->\n",
       "      <g transform=\"translate(70.053242 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5061f47ffc\" x=\"148.09202\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1990 -->\n",
       "      <g transform=\"translate(135.36702 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5061f47ffc\" x=\"213.405798\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1995 -->\n",
       "      <g transform=\"translate(200.680798 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5061f47ffc\" x=\"278.719576\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(265.994576 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5061f47ffc\" x=\"344.069123\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2005 -->\n",
       "      <g transform=\"translate(331.344123 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5061f47ffc\" x=\"409.382901\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(396.657901 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5061f47ffc\" x=\"474.696679\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2015 -->\n",
       "      <g transform=\"translate(461.971679 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5061f47ffc\" x=\"540.010457\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(527.285457 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m5061f47ffc\" x=\"605.360004\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2025 -->\n",
       "      <g transform=\"translate(592.635004 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_10\">\n",
       "     <!-- Date -->\n",
       "     <g transform=\"translate(325.572656 383.234687) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
       "L 1259 519 \n",
       "L 2022 519 \n",
       "Q 2988 519 3436 956 \n",
       "Q 3884 1394 3884 2338 \n",
       "Q 3884 3275 3436 3711 \n",
       "Q 2988 4147 2022 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 1925 4666 \n",
       "Q 3281 4666 3915 4102 \n",
       "Q 4550 3538 4550 2338 \n",
       "Q 4550 1131 3912 565 \n",
       "Q 3275 0 1925 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-44\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"77.001953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"138.28125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.490234\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <defs>\n",
       "       <path id=\"mecbb31eaf5\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mecbb31eaf5\" x=\"58.523438\" y=\"318.389151\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- −0.20 -->\n",
       "      <g transform=\"translate(20.878125 322.18837) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mecbb31eaf5\" x=\"58.523438\" y=\"276.101832\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- −0.15 -->\n",
       "      <g transform=\"translate(20.878125 279.901051) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mecbb31eaf5\" x=\"58.523438\" y=\"233.814513\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- −0.10 -->\n",
       "      <g transform=\"translate(20.878125 237.613732) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mecbb31eaf5\" x=\"58.523438\" y=\"191.527195\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- −0.05 -->\n",
       "      <g transform=\"translate(20.878125 195.326413) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mecbb31eaf5\" x=\"58.523438\" y=\"149.239876\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 0.00 -->\n",
       "      <g transform=\"translate(29.257812 153.039095) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mecbb31eaf5\" x=\"58.523438\" y=\"106.952557\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 0.05 -->\n",
       "      <g transform=\"translate(29.257812 110.751776) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mecbb31eaf5\" x=\"58.523438\" y=\"64.665238\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 0.10 -->\n",
       "      <g transform=\"translate(29.257812 68.464457) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mecbb31eaf5\" x=\"58.523438\" y=\"22.377919\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 0.15 -->\n",
       "      <g transform=\"translate(29.257812 26.177138) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_19\">\n",
       "     <!-- Stock Return -->\n",
       "     <g transform=\"translate(14.798437 220.656875) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-53\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"63.476562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"102.685547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"163.867188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"218.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"276.757812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"308.544922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"373.527344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"435.050781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"474.259766\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"537.638672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"577.001953\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_18\">\n",
       "    <path d=\"M 83.887074 134.948454 \n",
       "L 84.888599 150.717395 \n",
       "L 85.997431 151.089523 \n",
       "L 87.070495 102.069217 \n",
       "L 88.179327 134.785224 \n",
       "L 89.25239 149.452158 \n",
       "L 90.361222 153.294384 \n",
       "L 91.470054 182.922571 \n",
       "L 92.543117 111.654061 \n",
       "L 93.651949 90.690546 \n",
       "L 94.725012 112.821191 \n",
       "L 95.833844 140.926189 \n",
       "L 96.942676 87.922418 \n",
       "L 97.944201 103.665141 \n",
       "L 99.053033 155.923809 \n",
       "L 100.126096 106.23621 \n",
       "L 101.234928 137.193064 \n",
       "L 102.307992 199.730934 \n",
       "L 103.416823 93.265843 \n",
       "L 104.525655 216.070754 \n",
       "L 105.598719 107.540351 \n",
       "L 106.707551 136.475026 \n",
       "L 107.780614 171.556585 \n",
       "L 108.889446 40.562312 \n",
       "L 109.998278 108.710018 \n",
       "L 110.999803 129.226134 \n",
       "L 112.108635 163.614181 \n",
       "L 113.181698 144.907117 \n",
       "L 114.29053 112.318818 \n",
       "L 115.363593 111.818136 \n",
       "L 116.472425 117.822935 \n",
       "L 117.581257 166.808565 \n",
       "L 118.65432 339.838125 \n",
       "L 120.836216 89.763608 \n",
       "L 121.945047 111.287007 \n",
       "L 123.053879 105.5224 \n",
       "L 124.091174 163.277574 \n",
       "L 125.200006 139.942586 \n",
       "L 126.273069 148.861827 \n",
       "L 127.381901 105.720304 \n",
       "L 128.454964 155.390143 \n",
       "L 129.563796 172.925849 \n",
       "L 130.672628 117.774728 \n",
       "L 131.745691 134.316681 \n",
       "L 132.854523 163.11942 \n",
       "L 133.927586 131.419154 \n",
       "L 135.036418 93.335195 \n",
       "L 136.14525 163.145638 \n",
       "L 137.146776 131.08593 \n",
       "L 138.255608 108.46898 \n",
       "L 139.328671 115.971596 \n",
       "L 140.437503 153.34682 \n",
       "L 141.510566 84.009149 \n",
       "L 142.619398 130.526891 \n",
       "L 143.72823 150.48566 \n",
       "L 144.801293 174.007558 \n",
       "L 145.910125 134.172058 \n",
       "L 146.983188 133.767792 \n",
       "L 148.09202 208.538537 \n",
       "L 149.200852 136.638255 \n",
       "L 150.202378 128.816792 \n",
       "L 151.311209 173.160121 \n",
       "L 152.384273 74.023422 \n",
       "L 153.493105 152.78609 \n",
       "L 154.566168 157.183126 \n",
       "L 155.675 226.966505 \n",
       "L 156.783832 194.778244 \n",
       "L 157.856895 159.81086 \n",
       "L 158.965727 93.638817 \n",
       "L 160.03879 124.281054 \n",
       "L 161.147622 107.728106 \n",
       "L 162.256454 85.091705 \n",
       "L 163.257979 124.779199 \n",
       "L 164.366811 146.43961 \n",
       "L 165.439874 114.786706 \n",
       "L 166.548706 186.473014 \n",
       "L 167.62177 109.676706 \n",
       "L 168.730602 126.567953 \n",
       "L 169.839433 158.525325 \n",
       "L 170.912497 134.14584 \n",
       "L 172.021329 180.778604 \n",
       "L 173.094392 58.929386 \n",
       "L 174.203224 150.224325 \n",
       "L 175.312056 137.944933 \n",
       "L 176.34935 169.283219 \n",
       "L 177.458182 137.895034 \n",
       "L 178.531245 143.821179 \n",
       "L 179.640077 165.52726 \n",
       "L 180.71314 115.494595 \n",
       "L 181.821972 166.84747 \n",
       "L 182.930804 138.70103 \n",
       "L 184.003867 139.951043 \n",
       "L 185.112699 115.256941 \n",
       "L 186.185762 134.236335 \n",
       "L 187.294594 138.569939 \n",
       "L 188.403426 144.651702 \n",
       "L 189.404952 128.020945 \n",
       "L 190.513784 170.714222 \n",
       "L 191.586847 124.229464 \n",
       "L 192.695679 144.64409 \n",
       "L 193.768742 149.921547 \n",
       "L 194.877574 115.836277 \n",
       "L 195.986406 148.707901 \n",
       "L 197.059469 133.973308 \n",
       "L 198.168301 164.125012 \n",
       "L 199.241364 132.702151 \n",
       "L 200.350196 122.633541 \n",
       "L 201.459028 169.712858 \n",
       "L 202.460554 187.970831 \n",
       "L 203.569386 141.209514 \n",
       "L 204.642449 141.32961 \n",
       "L 205.751281 172.819285 \n",
       "L 206.824344 123.311829 \n",
       "L 207.933176 113.186553 \n",
       "L 209.042008 164.749173 \n",
       "L 210.115071 136.958793 \n",
       "L 211.223903 180.706715 \n",
       "L 212.296966 138.600386 \n",
       "L 213.405798 132.0264 \n",
       "L 214.51463 115.708569 \n",
       "L 215.516156 126.350596 \n",
       "L 216.624987 128.055621 \n",
       "L 217.698051 120.561462 \n",
       "L 218.806883 122.901642 \n",
       "L 219.879946 114.732578 \n",
       "L 220.988778 141.374434 \n",
       "L 222.09761 118.493612 \n",
       "L 223.170673 158.829794 \n",
       "L 224.279505 113.066458 \n",
       "L 225.352568 136.391297 \n",
       "L 226.4614 125.456642 \n",
       "L 227.570232 135.409385 \n",
       "L 228.607526 140.0094 \n",
       "L 229.716358 127.622598 \n",
       "L 230.789421 126.565415 \n",
       "L 231.898253 156.250268 \n",
       "L 232.971316 194.784164 \n",
       "L 234.080148 121.79456 \n",
       "L 235.18898 104.428004 \n",
       "L 236.262043 137.675986 \n",
       "L 237.370875 93.763988 \n",
       "L 238.443939 158.865315 \n",
       "L 239.55277 104.01528 \n",
       "L 241.663128 187.204585 \n",
       "L 242.77196 113.383612 \n",
       "L 243.845023 88.650605 \n",
       "L 244.953855 111.95853 \n",
       "L 246.026918 84.529283 \n",
       "L 247.13575 179.959921 \n",
       "L 248.244582 99.803463 \n",
       "L 249.317645 178.361461 \n",
       "L 250.426477 123.56809 \n",
       "L 252.608372 145.424714 \n",
       "L 253.717204 87.228906 \n",
       "L 254.71873 105.875922 \n",
       "L 256.900625 171.014462 \n",
       "L 258.009457 122.312157 \n",
       "L 259.08252 169.010889 \n",
       "L 260.191352 282.749399 \n",
       "L 261.300184 95.269416 \n",
       "L 262.373247 86.311271 \n",
       "L 263.482079 96.802755 \n",
       "L 264.555142 95.908801 \n",
       "L 265.663974 116.723465 \n",
       "L 266.772806 181.448435 \n",
       "L 267.774332 117.164944 \n",
       "L 268.883164 107.720495 \n",
       "L 269.956227 166.753592 \n",
       "L 271.065059 106.256508 \n",
       "L 272.138122 175.316774 \n",
       "L 273.246954 157.627988 \n",
       "L 274.355786 168.4121 \n",
       "L 275.428849 96.713106 \n",
       "L 276.537681 118.097803 \n",
       "L 277.610744 78.412845 \n",
       "L 278.719576 182.750039 \n",
       "L 279.828408 122.378971 \n",
       "L 280.865702 103.99329 \n",
       "L 281.974534 199.577854 \n",
       "L 283.047597 182.108117 \n",
       "L 284.156429 105.619661 \n",
       "L 285.229493 164.191826 \n",
       "L 286.338324 85.822429 \n",
       "L 287.447156 192.503186 \n",
       "L 288.52022 169.943747 \n",
       "L 289.629052 235.814704 \n",
       "L 290.702115 131.944362 \n",
       "L 291.810947 115.771154 \n",
       "L 292.919779 233.03981 \n",
       "L 293.921304 208.787187 \n",
       "L 295.030136 78.337574 \n",
       "L 296.103199 140.408592 \n",
       "L 297.212031 164.092028 \n",
       "L 298.285094 164.703503 \n",
       "L 299.393926 199.121997 \n",
       "L 300.502758 226.623132 \n",
       "L 301.575821 125.688376 \n",
       "L 302.684653 82.604365 \n",
       "L 303.757717 134.13992 \n",
       "L 304.866548 162.743062 \n",
       "L 305.97538 167.592572 \n",
       "L 306.976906 111.436704 \n",
       "L 308.085738 191.188896 \n",
       "L 309.158801 158.12867 \n",
       "L 310.267633 208.66117 \n",
       "L 311.340696 217.851051 \n",
       "L 312.449528 142.517038 \n",
       "L 313.55836 233.749391 \n",
       "L 314.631423 85.859642 \n",
       "L 315.740255 97.410846 \n",
       "L 316.813318 194.346913 \n",
       "L 317.92215 169.002431 \n",
       "L 319.030982 162.278748 \n",
       "L 320.032508 140.510927 \n",
       "L 321.14134 79.23914 \n",
       "L 322.214403 95.559508 \n",
       "L 323.323235 135.415306 \n",
       "L 324.396298 129.692986 \n",
       "L 325.50513 128.125817 \n",
       "L 326.613962 156.953083 \n",
       "L 327.687025 98.189779 \n",
       "L 328.795857 135.20556 \n",
       "L 329.86892 110.778714 \n",
       "L 330.977752 129.752188 \n",
       "L 332.086584 136.179014 \n",
       "L 333.123879 158.257224 \n",
       "L 334.23271 169.725545 \n",
       "L 335.305774 137.341916 \n",
       "L 336.414606 130.962451 \n",
       "L 337.487669 181.122823 \n",
       "L 338.596501 146.953823 \n",
       "L 339.705333 131.854713 \n",
       "L 340.778396 134.180516 \n",
       "L 341.887228 108.46306 \n",
       "L 342.960291 119.494976 \n",
       "L 344.069123 171.691059 \n",
       "L 345.177955 130.087103 \n",
       "L 346.17948 163.570202 \n",
       "L 347.288312 170.557759 \n",
       "L 348.361375 117.140418 \n",
       "L 349.470207 139.489266 \n",
       "L 350.543271 112.57085 \n",
       "L 351.652103 154.278833 \n",
       "L 352.760934 140.274964 \n",
       "L 353.833998 166.88722 \n",
       "L 354.94283 115.134307 \n",
       "L 356.015893 146.315285 \n",
       "L 357.124725 115.349127 \n",
       "L 358.233557 150.626054 \n",
       "L 359.235082 133.115721 \n",
       "L 360.343914 138.246019 \n",
       "L 361.416977 175.480003 \n",
       "L 362.525809 149.556185 \n",
       "L 363.598872 150.851868 \n",
       "L 364.707704 128.048855 \n",
       "L 365.816536 132.795183 \n",
       "L 366.889599 117.841542 \n",
       "L 369.071495 140.063528 \n",
       "L 370.180327 132.844237 \n",
       "L 371.289158 161.099777 \n",
       "L 373.399516 115.525042 \n",
       "L 374.472579 116.309049 \n",
       "L 375.581411 161.686725 \n",
       "L 376.654474 176.100781 \n",
       "L 377.763306 139.439367 \n",
       "L 378.872138 114.669993 \n",
       "L 379.945201 127.315592 \n",
       "L 381.054033 191.032433 \n",
       "L 382.127096 152.866436 \n",
       "L 383.235928 201.977237 \n",
       "L 384.34476 167.847988 \n",
       "L 385.382055 158.036484 \n",
       "L 386.490887 105.919901 \n",
       "L 387.56395 128.948729 \n",
       "L 388.672782 215.720615 \n",
       "L 389.745845 160.475616 \n",
       "L 390.854677 139.805575 \n",
       "L 391.963509 232.391968 \n",
       "L 393.036572 305.591317 \n",
       "L 394.145404 221.470845 \n",
       "L 395.218467 130.947227 \n",
       "L 396.327299 214.897704 \n",
       "L 397.436131 234.724537 \n",
       "L 398.437657 74.992647 \n",
       "L 399.546488 55.652119 \n",
       "L 400.619552 92.290698 \n",
       "L 401.728384 151.507322 \n",
       "L 402.801447 79.42605 \n",
       "L 403.910279 122.177683 \n",
       "L 405.019111 110.931794 \n",
       "L 406.092174 173.336882 \n",
       "L 407.201006 100.723635 \n",
       "L 408.274069 124.527167 \n",
       "L 409.382901 180.699104 \n",
       "L 410.491733 119.364731 \n",
       "L 411.493258 94.695155 \n",
       "L 412.60209 132.097442 \n",
       "L 413.675154 216.924113 \n",
       "L 414.783985 193.260975 \n",
       "L 415.857049 89.008356 \n",
       "L 416.965881 186.375753 \n",
       "L 418.074712 70.902618 \n",
       "L 419.147776 116.238852 \n",
       "L 420.256608 144.486781 \n",
       "L 421.329671 91.804394 \n",
       "L 422.438503 132.126198 \n",
       "L 423.547335 116.555161 \n",
       "L 424.54886 146.813429 \n",
       "L 425.657692 125.43127 \n",
       "L 426.730755 161.656278 \n",
       "L 427.839587 164.916631 \n",
       "L 428.91265 169.195262 \n",
       "L 430.021482 198.827677 \n",
       "L 431.130314 220.636939 \n",
       "L 432.203378 51.5401 \n",
       "L 433.312209 154.465743 \n",
       "L 434.385273 145.132931 \n",
       "L 435.494105 103.594944 \n",
       "L 436.602936 113.6644 \n",
       "L 437.640231 127.837418 \n",
       "L 438.749063 155.037467 \n",
       "L 439.822126 204.973716 \n",
       "L 440.930958 116.698938 \n",
       "L 442.004021 140.465257 \n",
       "L 443.112853 126.705809 \n",
       "L 444.221685 126.754863 \n",
       "L 445.294748 161.35773 \n",
       "L 446.40358 143.948886 \n",
       "L 447.476643 138.790679 \n",
       "L 448.585475 101.999866 \n",
       "L 449.694307 141.521594 \n",
       "L 450.695833 118.512218 \n",
       "L 451.804665 136.31518 \n",
       "L 452.877728 131.47751 \n",
       "L 453.98656 161.33574 \n",
       "L 455.059623 103.965381 \n",
       "L 456.168455 171.297787 \n",
       "L 457.277287 117.375535 \n",
       "L 458.35035 115.020977 \n",
       "L 459.459182 127.298678 \n",
       "L 460.532245 126.464772 \n",
       "L 461.641077 174.690076 \n",
       "L 462.749909 109.93635 \n",
       "L 463.751435 145.370586 \n",
       "L 464.860267 148.049911 \n",
       "L 465.93333 131.869091 \n",
       "L 467.042162 125.312019 \n",
       "L 468.115225 166.750209 \n",
       "L 469.224057 114.550742 \n",
       "L 470.332889 170.194088 \n",
       "L 471.405952 131.114685 \n",
       "L 472.514784 130.844892 \n",
       "L 474.696679 173.304743 \n",
       "L 475.805511 100.931688 \n",
       "L 476.807036 158.123596 \n",
       "L 477.915868 141.973223 \n",
       "L 478.988932 140.160788 \n",
       "L 480.097763 165.448605 \n",
       "L 481.170827 138.433774 \n",
       "L 482.279659 200.350867 \n",
       "L 483.388491 178.22445 \n",
       "L 484.461554 85.790291 \n",
       "L 485.570386 146.979196 \n",
       "L 486.643449 168.08818 \n",
       "L 487.752281 198.441171 \n",
       "L 488.861113 148.66646 \n",
       "L 489.898407 88.986367 \n",
       "L 491.007239 139.416532 \n",
       "L 492.080302 136.505473 \n",
       "L 493.189134 147.323414 \n",
       "L 494.262197 115.985974 \n",
       "L 495.371029 146.563934 \n",
       "L 496.479861 146.772834 \n",
       "L 497.552924 167.576503 \n",
       "L 498.661756 113.185708 \n",
       "L 499.734819 133.19945 \n",
       "L 500.843651 130.349285 \n",
       "L 501.952483 121.12642 \n",
       "L 502.954009 147.623654 \n",
       "L 504.062841 141.055588 \n",
       "L 505.135904 141.366823 \n",
       "L 506.244736 140.930418 \n",
       "L 507.317799 132.006948 \n",
       "L 508.426631 147.981405 \n",
       "L 509.535463 128.779579 \n",
       "L 510.608526 132.708917 \n",
       "L 511.717358 125.666387 \n",
       "L 512.790421 139.020722 \n",
       "L 513.899253 105.812491 \n",
       "L 515.008085 182.633326 \n",
       "L 518.191506 126.222888 \n",
       "L 519.300338 144.130722 \n",
       "L 520.373401 122.105795 \n",
       "L 521.482233 122.573493 \n",
       "L 522.591065 148.816157 \n",
       "L 523.664128 212.465338 \n",
       "L 524.77296 133.497998 \n",
       "L 525.846023 226.760143 \n",
       "L 526.954855 73.679203 \n",
       "L 528.063687 120.991101 \n",
       "L 529.065213 138.096322 \n",
       "L 530.174045 116.467204 \n",
       "L 531.247108 202.115939 \n",
       "L 532.35594 91.794245 \n",
       "L 533.429003 138.791525 \n",
       "L 534.537835 166.872842 \n",
       "L 535.646667 135.651269 \n",
       "L 536.71973 132.970253 \n",
       "L 537.828562 118.683059 \n",
       "L 538.901625 125.199535 \n",
       "L 540.010457 150.141441 \n",
       "L 541.119289 215.939664 \n",
       "L 542.156583 269.813708 \n",
       "L 543.265415 37.438125 \n",
       "L 544.338478 103.128938 \n",
       "L 545.44731 127.573545 \n",
       "L 546.520373 101.968574 \n",
       "L 547.629205 89.661272 \n",
       "L 548.738037 179.306159 \n",
       "L 549.8111 166.769661 \n",
       "L 550.919932 42.674141 \n",
       "L 551.992996 111.017214 \n",
       "L 553.101828 149.817521 \n",
       "L 554.210659 124.154193 \n",
       "L 555.212185 123.091935 \n",
       "L 556.321017 107.708654 \n",
       "L 557.39408 143.679939 \n",
       "L 558.502912 128.531776 \n",
       "L 559.575975 138.828738 \n",
       "L 560.684807 125.739121 \n",
       "L 561.793639 185.328719 \n",
       "L 562.866702 93.469668 \n",
       "L 563.975534 164.721263 \n",
       "L 565.048597 121.249054 \n",
       "L 566.157429 200.869309 \n",
       "L 567.266261 168.097483 \n",
       "L 568.267787 122.610705 \n",
       "L 569.376619 226.179961 \n",
       "L 570.449682 151.603737 \n",
       "L 571.558514 221.066578 \n",
       "L 572.631577 70.982964 \n",
       "L 573.740409 180.010666 \n",
       "L 574.849241 227.117048 \n",
       "L 575.922304 82.705854 \n",
       "L 577.031136 105.742294 \n",
       "L 578.104199 198.901257 \n",
       "L 579.213031 87.694912 \n",
       "L 580.321863 169.665497 \n",
       "L 581.323389 128.522473 \n",
       "L 582.432221 141.595174 \n",
       "L 583.505284 147.525548 \n",
       "L 584.614116 92.081798 \n",
       "L 585.687179 118.920714 \n",
       "L 586.796011 166.408527 \n",
       "L 587.904843 189.838239 \n",
       "L 588.977906 173.956814 \n",
       "L 590.086738 70.282686 \n",
       "L 591.159801 103.765785 \n",
       "L 591.159801 103.765785 \n",
       "\" clip-path=\"url(#p1bf2472acd)\" style=\"fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_19\">\n",
       "    <path d=\"M 83.887074 140.225499 \n",
       "L 84.888599 139.614649 \n",
       "L 85.997431 140.053966 \n",
       "L 87.070495 139.350141 \n",
       "L 88.179327 139.431966 \n",
       "L 89.25239 139.212915 \n",
       "L 90.361222 139.76851 \n",
       "L 91.470054 140.081729 \n",
       "L 92.543117 139.813044 \n",
       "L 93.651949 139.700885 \n",
       "L 94.725012 140.100274 \n",
       "L 95.833844 140.157673 \n",
       "L 96.942676 139.961616 \n",
       "L 97.944201 140.139171 \n",
       "L 99.053033 141.221622 \n",
       "L 100.126096 139.522146 \n",
       "L 101.234928 139.466365 \n",
       "L 102.307992 140.182533 \n",
       "L 103.416823 140.327969 \n",
       "L 104.525655 140.023604 \n",
       "L 105.598719 142.372517 \n",
       "L 106.707551 140.189532 \n",
       "L 107.780614 140.243084 \n",
       "L 108.889446 139.426882 \n",
       "L 109.998278 140.677708 \n",
       "L 110.999803 140.174145 \n",
       "L 112.108635 140.206949 \n",
       "L 113.181698 141.514614 \n",
       "L 116.472425 140.257928 \n",
       "L 118.65432 140.32072 \n",
       "L 119.763152 147.743508 \n",
       "L 120.836216 147.991321 \n",
       "L 121.945047 144.930021 \n",
       "L 123.053879 143.687513 \n",
       "L 124.091174 141.446674 \n",
       "L 125.200006 140.74484 \n",
       "L 126.273069 142.074224 \n",
       "L 127.381901 142.914668 \n",
       "L 128.454964 141.609243 \n",
       "L 129.563796 141.227769 \n",
       "L 130.672628 141.577378 \n",
       "L 131.745691 140.492725 \n",
       "L 132.854523 141.352147 \n",
       "L 133.927586 141.227151 \n",
       "L 135.036418 140.682754 \n",
       "L 136.14525 141.683602 \n",
       "L 137.146776 141.375923 \n",
       "L 138.255608 139.962256 \n",
       "L 139.328671 140.685423 \n",
       "L 140.437503 141.078796 \n",
       "L 141.510566 140.774871 \n",
       "L 142.619398 141.313045 \n",
       "L 143.72823 140.611178 \n",
       "L 144.801293 140.212814 \n",
       "L 145.910125 142.122969 \n",
       "L 146.983188 140.486876 \n",
       "L 148.09202 140.870672 \n",
       "L 149.200852 141.671384 \n",
       "L 150.202378 142.694412 \n",
       "L 151.311209 141.104698 \n",
       "L 152.384273 140.249638 \n",
       "L 154.566168 140.348874 \n",
       "L 155.675 141.337862 \n",
       "L 156.783832 142.710646 \n",
       "L 157.856895 141.594111 \n",
       "L 158.965727 141.437748 \n",
       "L 160.03879 140.364152 \n",
       "L 161.147622 140.489979 \n",
       "L 162.256454 141.850702 \n",
       "L 163.257979 140.784274 \n",
       "L 164.366811 140.031515 \n",
       "L 165.439874 140.382833 \n",
       "L 166.548706 139.904961 \n",
       "L 167.62177 140.297433 \n",
       "L 168.730602 140.576796 \n",
       "L 169.839433 140.513852 \n",
       "L 172.021329 140.019508 \n",
       "L 173.094392 140.92794 \n",
       "L 174.203224 140.163375 \n",
       "L 175.312056 141.297977 \n",
       "L 176.34935 140.825048 \n",
       "L 177.458182 140.558962 \n",
       "L 178.531245 140.582932 \n",
       "L 179.640077 139.997604 \n",
       "L 180.71314 140.28535 \n",
       "L 181.821972 141.315633 \n",
       "L 182.930804 140.155709 \n",
       "L 184.003867 140.857645 \n",
       "L 185.112699 140.706318 \n",
       "L 186.185762 140.073542 \n",
       "L 187.294594 139.56374 \n",
       "L 188.403426 140.729941 \n",
       "L 189.404952 140.719828 \n",
       "L 190.513784 141.167978 \n",
       "L 192.695679 140.962757 \n",
       "L 193.768742 141.012581 \n",
       "L 194.877574 141.265754 \n",
       "L 195.986406 141.367063 \n",
       "L 197.059469 141.194743 \n",
       "L 198.168301 140.689612 \n",
       "L 199.241364 141.176551 \n",
       "L 200.350196 140.165665 \n",
       "L 201.459028 141.681383 \n",
       "L 202.460554 141.406301 \n",
       "L 203.569386 142.606402 \n",
       "L 204.642449 144.513632 \n",
       "L 205.751281 142.210447 \n",
       "L 206.824344 141.324113 \n",
       "L 207.933176 141.754841 \n",
       "L 209.042008 141.552138 \n",
       "L 210.115071 142.249468 \n",
       "L 211.223903 141.973008 \n",
       "L 212.296966 141.468935 \n",
       "L 214.51463 143.143377 \n",
       "L 215.516156 142.363283 \n",
       "L 217.698051 141.32267 \n",
       "L 218.806883 140.648957 \n",
       "L 219.879946 140.354755 \n",
       "L 220.988778 141.304418 \n",
       "L 222.09761 140.338088 \n",
       "L 223.170673 140.285361 \n",
       "L 224.279505 140.9201 \n",
       "L 225.352568 140.654974 \n",
       "L 226.4614 141.224921 \n",
       "L 227.570232 142.312477 \n",
       "L 228.607526 141.542817 \n",
       "L 229.716358 142.104576 \n",
       "L 230.789421 141.082914 \n",
       "L 231.898253 141.720307 \n",
       "L 232.971316 141.25136 \n",
       "L 234.080148 144.068705 \n",
       "L 235.18898 141.125332 \n",
       "L 236.262043 140.92245 \n",
       "L 237.370875 141.377176 \n",
       "L 238.443939 141.359608 \n",
       "L 239.55277 142.674191 \n",
       "L 240.661602 142.764051 \n",
       "L 241.663128 141.84615 \n",
       "L 242.77196 143.00576 \n",
       "L 243.845023 142.671841 \n",
       "L 244.953855 141.504267 \n",
       "L 246.026918 141.772182 \n",
       "L 247.13575 142.350912 \n",
       "L 248.244582 142.33673 \n",
       "L 249.317645 141.236423 \n",
       "L 250.426477 144.62079 \n",
       "L 251.49954 142.827211 \n",
       "L 252.608372 141.585175 \n",
       "L 253.717204 144.256032 \n",
       "L 254.71873 141.04227 \n",
       "L 255.827562 140.236188 \n",
       "L 256.900625 141.618874 \n",
       "L 258.009457 142.16556 \n",
       "L 259.08252 141.282677 \n",
       "L 260.191352 141.961723 \n",
       "L 261.300184 144.541347 \n",
       "L 262.373247 145.73249 \n",
       "L 263.482079 142.613309 \n",
       "L 264.555142 141.627398 \n",
       "L 265.663974 141.45657 \n",
       "L 266.772806 142.358101 \n",
       "L 267.774332 140.840782 \n",
       "L 268.883164 141.758781 \n",
       "L 269.956227 140.77887 \n",
       "L 272.138122 142.348802 \n",
       "L 273.246954 141.644125 \n",
       "L 274.355786 142.696675 \n",
       "L 275.428849 141.95334 \n",
       "L 276.537681 143.383289 \n",
       "L 277.610744 141.532904 \n",
       "L 278.719576 140.616962 \n",
       "L 279.828408 142.323236 \n",
       "L 280.865702 141.625944 \n",
       "L 281.974534 142.449687 \n",
       "L 283.047597 144.497562 \n",
       "L 284.156429 143.929699 \n",
       "L 285.229493 141.522731 \n",
       "L 286.338324 141.241925 \n",
       "L 287.447156 141.3279 \n",
       "L 288.52022 139.983454 \n",
       "L 289.629052 141.760441 \n",
       "L 290.702115 142.443263 \n",
       "L 291.810947 143.425029 \n",
       "L 292.919779 141.508228 \n",
       "L 293.921304 140.405491 \n",
       "L 295.030136 142.005003 \n",
       "L 296.103199 140.667784 \n",
       "L 297.212031 141.267393 \n",
       "L 298.285094 139.974724 \n",
       "L 300.502758 140.419359 \n",
       "L 301.575821 142.639618 \n",
       "L 302.684653 141.106934 \n",
       "L 303.757717 140.296614 \n",
       "L 304.866548 140.452672 \n",
       "L 305.97538 141.022136 \n",
       "L 306.976906 139.897826 \n",
       "L 308.085738 140.52357 \n",
       "L 309.158801 140.332803 \n",
       "L 310.267633 140.571777 \n",
       "L 311.340696 141.184239 \n",
       "L 312.449528 143.733045 \n",
       "L 313.55836 142.241075 \n",
       "L 314.631423 141.829396 \n",
       "L 316.813318 140.533455 \n",
       "L 317.92215 140.855112 \n",
       "L 319.030982 142.122421 \n",
       "L 320.032508 141.455197 \n",
       "L 321.14134 142.203681 \n",
       "L 322.214403 140.831976 \n",
       "L 323.323235 140.930458 \n",
       "L 325.50513 139.946093 \n",
       "L 326.613962 140.114815 \n",
       "L 327.687025 139.599734 \n",
       "L 328.795857 139.866053 \n",
       "L 329.86892 139.101368 \n",
       "L 330.977752 139.990909 \n",
       "L 332.086584 141.046682 \n",
       "L 333.123879 139.726635 \n",
       "L 334.23271 140.003372 \n",
       "L 335.305774 140.859165 \n",
       "L 336.414606 140.870862 \n",
       "L 337.487669 140.585016 \n",
       "L 338.596501 141.017453 \n",
       "L 339.705333 140.106726 \n",
       "L 340.778396 139.753161 \n",
       "L 341.887228 140.14655 \n",
       "L 344.069123 140.2162 \n",
       "L 345.177955 141.380507 \n",
       "L 346.17948 140.105304 \n",
       "L 347.288312 140.644025 \n",
       "L 348.361375 141.890825 \n",
       "L 349.470207 141.007676 \n",
       "L 350.543271 140.502019 \n",
       "L 351.652103 140.19084 \n",
       "L 352.760934 140.667839 \n",
       "L 354.94283 141.163779 \n",
       "L 356.015893 140.33882 \n",
       "L 357.124725 140.949866 \n",
       "L 358.233557 141.148267 \n",
       "L 359.235082 140.312462 \n",
       "L 360.343914 140.205972 \n",
       "L 361.416977 141.098627 \n",
       "L 362.525809 142.584222 \n",
       "L 363.598872 143.01182 \n",
       "L 364.707704 142.286992 \n",
       "L 365.816536 141.79191 \n",
       "L 366.889599 140.709269 \n",
       "L 367.998431 140.58654 \n",
       "L 369.071495 140.006774 \n",
       "L 370.180327 141.12237 \n",
       "L 371.289158 140.629262 \n",
       "L 372.290684 140.37821 \n",
       "L 373.399516 142.32488 \n",
       "L 374.472579 140.798245 \n",
       "L 375.581411 140.655881 \n",
       "L 376.654474 141.80217 \n",
       "L 377.763306 141.623046 \n",
       "L 378.872138 143.742301 \n",
       "L 379.945201 141.890934 \n",
       "L 381.054033 141.451687 \n",
       "L 382.127096 141.498228 \n",
       "L 383.235928 141.299893 \n",
       "L 384.34476 143.647601 \n",
       "L 385.382055 141.609379 \n",
       "L 386.490887 142.950553 \n",
       "L 387.56395 140.676862 \n",
       "L 388.672782 140.866435 \n",
       "L 390.854677 142.071018 \n",
       "L 391.963509 140.766526 \n",
       "L 393.036572 144.114877 \n",
       "L 394.145404 145.056689 \n",
       "L 395.218467 142.014287 \n",
       "L 397.436131 140.653754 \n",
       "L 398.437657 141.133509 \n",
       "L 399.546488 141.120433 \n",
       "L 400.619552 140.223421 \n",
       "L 401.728384 140.443373 \n",
       "L 403.910279 140.381645 \n",
       "L 405.019111 140.11481 \n",
       "L 406.092174 140.36846 \n",
       "L 408.274069 140.560443 \n",
       "L 409.382901 140.283521 \n",
       "L 410.491733 140.998328 \n",
       "L 411.493258 140.081751 \n",
       "L 412.60209 139.810728 \n",
       "L 413.675154 140.259827 \n",
       "L 414.783985 141.651043 \n",
       "L 415.857049 140.28541 \n",
       "L 416.965881 140.80302 \n",
       "L 418.074712 140.025064 \n",
       "L 419.147776 140.290493 \n",
       "L 420.256608 140.754438 \n",
       "L 421.329671 141.398353 \n",
       "L 422.438503 139.88118 \n",
       "L 423.547335 140.893477 \n",
       "L 424.54886 140.047987 \n",
       "L 425.657692 140.903243 \n",
       "L 428.91265 140.832058 \n",
       "L 430.021482 141.818262 \n",
       "L 431.130314 149.332603 \n",
       "L 432.203378 142.234434 \n",
       "L 434.385273 140.532446 \n",
       "L 435.494105 141.407196 \n",
       "L 436.602936 140.592812 \n",
       "L 437.640231 140.12055 \n",
       "L 438.749063 140.326558 \n",
       "L 439.822126 139.822637 \n",
       "L 440.930958 139.812296 \n",
       "L 442.004021 140.4861 \n",
       "L 443.112853 139.989428 \n",
       "L 444.221685 139.677126 \n",
       "L 445.294748 140.220475 \n",
       "L 446.40358 140.099314 \n",
       "L 447.476643 139.452133 \n",
       "L 448.585475 140.22067 \n",
       "L 449.694307 139.689795 \n",
       "L 450.695833 140.509083 \n",
       "L 451.804665 140.363903 \n",
       "L 452.877728 140.498948 \n",
       "L 453.98656 140.300146 \n",
       "L 455.059623 140.974623 \n",
       "L 456.168455 140.111196 \n",
       "L 457.277287 139.853341 \n",
       "L 458.35035 140.360951 \n",
       "L 459.459182 140.031254 \n",
       "L 461.641077 139.795774 \n",
       "L 462.749909 140.76351 \n",
       "L 463.751435 139.509716 \n",
       "L 464.860267 139.844611 \n",
       "L 465.93333 140.825118 \n",
       "L 467.042162 139.81184 \n",
       "L 469.224057 139.586121 \n",
       "L 470.332889 139.815171 \n",
       "L 471.405952 139.400655 \n",
       "L 472.514784 141.770429 \n",
       "L 473.587847 139.710396 \n",
       "L 474.696679 140.04783 \n",
       "L 475.805511 141.741619 \n",
       "L 476.807036 139.688047 \n",
       "L 477.915868 139.643188 \n",
       "L 478.988932 139.251584 \n",
       "L 480.097763 139.647865 \n",
       "L 481.170827 139.521978 \n",
       "L 482.279659 140.863993 \n",
       "L 483.388491 142.765299 \n",
       "L 484.461554 141.694823 \n",
       "L 485.570386 140.288415 \n",
       "L 486.643449 139.675476 \n",
       "L 487.752281 140.783335 \n",
       "L 488.861113 141.70199 \n",
       "L 489.898407 141.629937 \n",
       "L 491.007239 140.792293 \n",
       "L 492.080302 139.620595 \n",
       "L 493.189134 139.825985 \n",
       "L 494.262197 141.312985 \n",
       "L 495.371029 140.367923 \n",
       "L 496.479861 139.590429 \n",
       "L 497.552924 140.234148 \n",
       "L 498.661756 140.401421 \n",
       "L 499.734819 141.148777 \n",
       "L 500.843651 140.578977 \n",
       "L 501.952483 140.511085 \n",
       "L 502.954009 140.134028 \n",
       "L 508.426631 139.532542 \n",
       "L 509.535463 140.658691 \n",
       "L 510.608526 139.485132 \n",
       "L 511.717358 139.588215 \n",
       "L 512.790421 139.368762 \n",
       "L 513.899253 141.068612 \n",
       "L 515.008085 141.293697 \n",
       "L 516.009611 144.759622 \n",
       "L 517.118443 141.237671 \n",
       "L 518.191506 141.364605 \n",
       "L 519.300338 140.042334 \n",
       "L 521.482233 139.501854 \n",
       "L 522.591065 140.419082 \n",
       "L 523.664128 140.208631 \n",
       "L 524.77296 142.61396 \n",
       "L 525.846023 141.08821 \n",
       "L 526.954855 144.586304 \n",
       "L 528.063687 142.849321 \n",
       "L 529.065213 139.327836 \n",
       "L 530.174045 140.752577 \n",
       "L 531.247108 140.64931 \n",
       "L 532.35594 140.153972 \n",
       "L 533.429003 141.113656 \n",
       "L 534.537835 141.083104 \n",
       "L 535.646667 142.402641 \n",
       "L 536.71973 140.2582 \n",
       "L 537.828562 139.534566 \n",
       "L 538.901625 139.174604 \n",
       "L 540.010457 140.938933 \n",
       "L 541.119289 140.395855 \n",
       "L 542.156583 140.306011 \n",
       "L 543.265415 143.809346 \n",
       "L 544.338478 141.56364 \n",
       "L 545.44731 139.849505 \n",
       "L 546.520373 140.560421 \n",
       "L 547.629205 140.651372 \n",
       "L 548.738037 141.307912 \n",
       "L 549.8111 140.874058 \n",
       "L 550.919932 139.621062 \n",
       "L 553.101828 139.415402 \n",
       "L 554.210659 140.547871 \n",
       "L 555.212185 140.738872 \n",
       "L 556.321017 141.251474 \n",
       "L 557.39408 139.872683 \n",
       "L 558.502912 141.446929 \n",
       "L 559.575975 141.35894 \n",
       "L 560.684807 140.536798 \n",
       "L 561.793639 140.372047 \n",
       "L 562.866702 140.418013 \n",
       "L 563.975534 141.361594 \n",
       "L 565.048597 139.971794 \n",
       "L 566.157429 141.756192 \n",
       "L 567.266261 143.79289 \n",
       "L 568.267787 144.452805 \n",
       "L 569.376619 144.360753 \n",
       "L 570.449682 143.286674 \n",
       "L 571.558514 147.236869 \n",
       "L 572.631577 143.717262 \n",
       "L 573.740409 144.777619 \n",
       "L 574.849241 142.225465 \n",
       "L 575.922304 142.940792 \n",
       "L 577.031136 144.403241 \n",
       "L 578.104199 142.578151 \n",
       "L 579.213031 143.916417 \n",
       "L 580.321863 143.526213 \n",
       "L 581.323389 142.756921 \n",
       "L 582.432221 144.950264 \n",
       "L 583.505284 141.667895 \n",
       "L 584.614116 142.37 \n",
       "L 585.687179 142.309862 \n",
       "L 586.796011 141.718983 \n",
       "L 587.904843 141.541422 \n",
       "L 588.977906 142.119561 \n",
       "L 590.086738 141.193875 \n",
       "L 591.159801 140.550671 \n",
       "L 591.159801 140.550671 \n",
       "\" clip-path=\"url(#p1bf2472acd)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 58.523438 354.958125 \n",
       "L 58.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 616.523438 354.958125 \n",
       "L 616.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 58.523438 354.958125 \n",
       "L 616.523438 354.958125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 58.523438 22.318125 \n",
       "L 616.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_20\">\n",
       "    <!-- Actual vs Predicted Stock Returns -->\n",
       "    <g transform=\"translate(236.616562 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-76\" d=\"M 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 563 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2284 0 \n",
       "L 1503 0 \n",
       "L 191 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-50\" d=\"M 1259 4147 \n",
       "L 1259 2394 \n",
       "L 2053 2394 \n",
       "Q 2494 2394 2734 2622 \n",
       "Q 2975 2850 2975 3272 \n",
       "Q 2975 3691 2734 3919 \n",
       "Q 2494 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2838 4666 3239 4311 \n",
       "Q 3641 3956 3641 3272 \n",
       "Q 3641 2581 3239 2228 \n",
       "Q 2838 1875 2053 1875 \n",
       "L 1259 1875 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"66.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"121.638672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"160.847656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"224.226562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"285.505859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"313.289062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-76\" x=\"345.076172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"404.255859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"456.355469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-50\" x=\"488.142578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"546.695312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"585.558594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"647.082031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"710.558594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"738.341797\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"793.322266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"832.53125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"894.054688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"957.53125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"989.318359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1052.794922\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1092.003906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"1153.185547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"1208.166016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1266.076172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-52\" x=\"1297.863281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1362.845703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1424.369141\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"1463.578125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1526.957031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1566.320312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"1629.699219\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 458.157812 349.958125 \n",
       "L 609.523438 349.958125 \n",
       "Q 611.523438 349.958125 611.523438 347.958125 \n",
       "L 611.523438 319.601875 \n",
       "Q 611.523438 317.601875 609.523438 317.601875 \n",
       "L 458.157812 317.601875 \n",
       "Q 456.157812 317.601875 456.157812 319.601875 \n",
       "L 456.157812 347.958125 \n",
       "Q 456.157812 349.958125 458.157812 349.958125 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_20\">\n",
       "     <path d=\"M 460.157812 325.700312 \n",
       "L 470.157812 325.700312 \n",
       "L 480.157812 325.700312 \n",
       "\" style=\"fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_21\">\n",
       "     <!-- Actual Stock Returns -->\n",
       "     <g transform=\"translate(488.157812 329.200312) scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"66.658203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"121.638672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"160.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"224.226562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"285.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"313.289062\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"345.076172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"408.552734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"447.761719\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"508.943359\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"563.923828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"621.833984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"653.621094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"718.603516\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"780.126953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"819.335938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"882.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"922.078125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"985.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_21\">\n",
       "     <path d=\"M 460.157812 340.378437 \n",
       "L 470.157812 340.378437 \n",
       "L 480.157812 340.378437 \n",
       "\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 1.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_22\">\n",
       "     <!-- Predicted Stock Returns -->\n",
       "     <g transform=\"translate(488.157812 343.878437) scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-50\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"58.552734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"97.416016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"158.939453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"222.416016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"250.199219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"305.179688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"344.388672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"405.912109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"469.388672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"501.175781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"564.652344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"603.861328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"665.042969\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"720.023438\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"777.933594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"809.720703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"874.703125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"936.226562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"975.435547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"1038.814453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"1078.177734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"1141.556641\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p1bf2472acd\">\n",
       "   <rect x=\"58.523438\" y=\"22.318125\" width=\"558\" height=\"332.64\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 3000x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 导入必要的库\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "stock_data = pd.read_csv(r'D:\\桌面\\US stock market return_sorted.csv', parse_dates=['month'], index_col='month')\n",
    "predictor_data = pd.read_csv(r\"C:\\Users\\w'k'd'n\\Downloads\\新兴市场宏观经济通货膨胀数据.csv\", parse_dates=['observation_date'], index_col='observation_date')\n",
    "merged_data = pd.merge(stock_data, predictor_data, left_index=True, right_index=True)\n",
    "merged_data['x_lag'] = merged_data['EMVMACROINFLATION'].shift(1)  \n",
    "merged_data = merged_data.dropna()\n",
    "X = merged_data['x_lag']  # 自变量（滞后1期的预测变量）\n",
    "Y = merged_data['r']  # 因变量（股市收益率）\n",
    "X = sm.add_constant(X)\n",
    "model = sm.OLS(Y, X)  # 使用普通最小二乘法（OLS）\n",
    "results = model.fit()\n",
    "print(results.summary())\n",
    "#预测未来的股市收益率\n",
    "merged_data['predicted_return'] = results.predict(X)\n",
    "#可视化实际股市收益率和预测收益率的对比\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(merged_data.index, merged_data['r'], label='Actual Stock Returns', color='blue')\n",
    "plt.plot(merged_data.index, merged_data['predicted_return'], label='Predicted Stock Returns', color='red', linestyle='--')\n",
    "plt.title('Actual vs Predicted Stock Returns')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Stock Return')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4.1.1. 关于使用新兴市场宏观经济通货膨胀数据预测美国股票收益分析**\n",
    "### 4.1.1.1. **模型的拟合度**\n",
    "- **R-squared (0.001)**：决定系数非常低，仅为0.1%，表明模型中解释变量（新兴市场通货膨胀数据）对因变量（美国股票收益）的解释力几乎为零。换句话说，模型几乎无法解释美国股票收益的变化。\n",
    "- **Adj. R-squared (-0.001)**：调整后的决定系数为负值，说明在调整模型复杂度后，模型的拟合效果更差。这可能表明自变量对因变量的解释几乎没有意义，甚至可能是随机噪声的结果。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.1.1.2. **F统计量和显著性**\n",
    "- **F-statistic (0.5838)** 及其 p 值（0.445）：F统计量的p值远高于常用的显著性水平（如0.05或0.1），表明整个模型在统计意义上不显著。也就是说，模型中自变量x_lag（新兴市场通货膨胀）对因变量y（美国股票收益）的联合影响并不显著。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.1.1.3. **回归系数及其显著性**\n",
    "- **常数项（const）**：\n",
    "  - 系数为0.0132，表明在所有其他变量为零的情况下，美国股票收益的预测值为0.0132。\n",
    "  - t值为2.530，对应的p值为0.012（小于0.05），说明常数项在统计上显著。\n",
    "- **x_lag（新兴市场通货膨胀）**：\n",
    "  - 系数为-0.0006，表明新兴市场通货膨胀每增加1单位，美国股票收益平均减少0.0006，但这个减少值非常小。\n",
    "  - t值为-0.764，p值为0.445（远大于0.05），表明x_lag对美国股票收益的影响在统计上不显著。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.1.1.4. **残差诊断**\n",
    "- **Durbin-Watson (1.942)**：该值接近2，表明残差不存在明显的自相关性。\n",
    "- **Omnibus (67.090)及其p值（0.000）**：表明残差可能偏离正态分布。\n",
    "- **Jarque-Bera (JB) (147.376)及其p值（9.95e-33）**：进一步验证了残差显著偏离正态分布。\n",
    "- **Skew和Kurtosis**：偏度为-0.771，说明残差有一定负偏；峰度为5.280，表明残差的分布比正态分布更陡峭（高峰厚尾）。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.1.1.5. **模型的经济意义**\n",
    "- 从经济学角度看，结果显示新兴市场的通货膨胀率对美国股票收益的影响极小且不显著。这可能是由于两者之间没有直接联系，或者是数据本身存在较大随机性。此外，低R平方值表明，美国股票收益可能更多地受到其他因素（如美国国内经济数据、市场情绪、政策变化等）的影响，而非新兴市场通货膨胀。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4.1.2.选取美国的通货膨胀与消费者物价数据作为x进行预测**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                      r   R-squared:                       0.025\n",
      "Model:                            OLS   Adj. R-squared:                  0.009\n",
      "Method:                 Least Squares   F-statistic:                     1.577\n",
      "Date:                Tue, 31 Dec 2024   Prob (F-statistic):              0.214\n",
      "Time:                        20:22:00   Log-Likelihood:                 99.695\n",
      "No. Observations:                  63   AIC:                            -195.4\n",
      "Df Residuals:                      61   BIC:                            -191.1\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "const          0.0044      0.011      0.410      0.684      -0.017       0.026\n",
      "x_lag          0.0029      0.002      1.256      0.214      -0.002       0.008\n",
      "==============================================================================\n",
      "Omnibus:                        0.455   Durbin-Watson:                   1.887\n",
      "Prob(Omnibus):                  0.796   Jarque-Bera (JB):                0.595\n",
      "Skew:                           0.023   Prob(JB):                        0.743\n",
      "Kurtosis:                       2.526   Cond. No.                         8.13\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x1800 with 0 Axes>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x247a84bd490>]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x247aa1a0f80>]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Inflation, consumer prices in the United States and stock price prediction')"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Date')"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Return of stock')"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x247a858c0b0>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"623.723438pt\" height=\"392.514375pt\" viewBox=\"0 0 623.723438 392.514375\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-12-31T20:22:00.652683</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 392.514375 \n",
       "L 623.723438 392.514375 \n",
       "L 623.723438 0 \n",
       "L -0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 58.523438 354.958125 \n",
       "L 616.523438 354.958125 \n",
       "L 616.523438 22.318125 \n",
       "L 58.523438 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m32857aa613\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m32857aa613\" x=\"75.688274\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1960 -->\n",
       "      <g transform=\"translate(62.963274 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m32857aa613\" x=\"157.519463\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1970 -->\n",
       "      <g transform=\"translate(144.794463 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m32857aa613\" x=\"239.328251\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1980 -->\n",
       "      <g transform=\"translate(226.603251 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m32857aa613\" x=\"321.15944\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 1990 -->\n",
       "      <g transform=\"translate(308.43444 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m32857aa613\" x=\"402.968228\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(390.243228 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m32857aa613\" x=\"484.799417\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(472.074417 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m32857aa613\" x=\"566.608204\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(553.883204 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_8\">\n",
       "     <!-- Date -->\n",
       "     <g transform=\"translate(325.572656 383.234687) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
       "L 1259 519 \n",
       "L 2022 519 \n",
       "Q 2988 519 3436 956 \n",
       "Q 3884 1394 3884 2338 \n",
       "Q 3884 3275 3436 3711 \n",
       "Q 2988 4147 2022 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 1925 4666 \n",
       "Q 3281 4666 3915 4102 \n",
       "Q 4550 3538 4550 2338 \n",
       "Q 4550 1131 3912 565 \n",
       "Q 3275 0 1925 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-44\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"77.001953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"138.28125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.490234\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <defs>\n",
       "       <path id=\"mebccd956e7\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mebccd956e7\" x=\"58.523438\" y=\"301.722425\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- −0.05 -->\n",
       "      <g transform=\"translate(20.878125 305.521644) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mebccd956e7\" x=\"58.523438\" y=\"232.754706\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.00 -->\n",
       "      <g transform=\"translate(29.257812 236.553925) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mebccd956e7\" x=\"58.523438\" y=\"163.786987\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.05 -->\n",
       "      <g transform=\"translate(29.257812 167.586205) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mebccd956e7\" x=\"58.523438\" y=\"94.819267\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0.10 -->\n",
       "      <g transform=\"translate(29.257812 98.618486) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mebccd956e7\" x=\"58.523438\" y=\"25.851548\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 0.15 -->\n",
       "      <g transform=\"translate(29.257812 29.650767) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- Return of stock -->\n",
       "     <g transform=\"translate(14.798437 226.495937) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"64.982422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"126.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"165.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"229.09375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"268.457031\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"331.835938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"363.623047\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-66\" x=\"424.804688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"460.009766\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"491.796875\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"543.896484\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"583.105469\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"644.287109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"699.267578\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_13\">\n",
       "    <path d=\"M 83.887074 144.542234 \n",
       "L 92.063472 282.614229 \n",
       "L 100.239871 161.23794 \n",
       "L 108.41627 197.181156 \n",
       "L 116.615069 179.448176 \n",
       "L 124.791468 216.034172 \n",
       "L 132.967866 114.778525 \n",
       "L 141.144265 282.86803 \n",
       "L 149.343065 242.011553 \n",
       "L 157.519463 333.797932 \n",
       "L 165.695862 160.986897 \n",
       "L 173.87226 193.60587 \n",
       "L 182.07106 270.623501 \n",
       "L 190.247458 226.667615 \n",
       "L 198.423857 37.438125 \n",
       "L 206.600256 58.939501 \n",
       "L 214.799055 282.861133 \n",
       "L 222.975454 308.893689 \n",
       "L 231.151852 164.435283 \n",
       "L 239.328251 142.259403 \n",
       "L 247.527051 288.046127 \n",
       "L 255.703449 268.906205 \n",
       "L 263.879848 175.037001 \n",
       "L 272.056246 250.720797 \n",
       "L 280.255046 114.517827 \n",
       "L 288.431444 219.195652 \n",
       "L 296.607843 55.509047 \n",
       "L 304.784242 170.856178 \n",
       "L 312.983041 141.578002 \n",
       "L 321.15944 329.466759 \n",
       "L 329.335838 165.051855 \n",
       "L 337.512237 234.360274 \n",
       "L 345.711037 215.352771 \n",
       "L 353.887435 189.361596 \n",
       "L 362.063834 204.680706 \n",
       "L 370.240232 193.965881 \n",
       "L 378.439032 158.996489 \n",
       "L 386.615431 226.532438 \n",
       "L 394.791829 179.722668 \n",
       "L 402.968228 287.407485 \n",
       "L 411.167027 178.169515 \n",
       "L 419.343426 254.777478 \n",
       "L 427.519824 264.98608 \n",
       "L 435.696223 200.971622 \n",
       "L 443.895023 269.371048 \n",
       "L 452.071421 177.481217 \n",
       "L 460.24782 206.014542 \n",
       "L 468.424218 318.765728 \n",
       "L 476.623018 339.838125 \n",
       "L 484.799417 284.062551 \n",
       "L 492.975815 204.84347 \n",
       "L 501.152214 158.31095 \n",
       "L 509.351013 155.709487 \n",
       "L 517.527412 274.262238 \n",
       "L 525.70381 272.002856 \n",
       "L 533.880209 312.998647 \n",
       "L 542.079009 201.945446 \n",
       "L 550.255407 161.927617 \n",
       "L 558.431806 109.520426 \n",
       "L 566.608204 234.225098 \n",
       "L 574.807004 233.696805 \n",
       "L 582.983403 316.958774 \n",
       "L 591.159801 132.379087 \n",
       "\" clip-path=\"url(#pd9201c4116)\" style=\"fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path d=\"M 83.887074 220.854838 \n",
       "L 92.063472 222.400689 \n",
       "L 100.239871 221.889536 \n",
       "L 108.41627 221.726285 \n",
       "L 116.615069 221.569636 \n",
       "L 124.791468 220.347101 \n",
       "L 132.967866 214.639131 \n",
       "L 141.144265 215.606315 \n",
       "L 149.343065 209.622491 \n",
       "L 157.519463 204.869834 \n",
       "L 165.695862 203.369421 \n",
       "L 173.87226 209.53878 \n",
       "L 182.07106 213.612416 \n",
       "L 190.247458 202.01417 \n",
       "L 198.423857 182.54574 \n",
       "L 206.600256 190.176791 \n",
       "L 214.799055 203.742431 \n",
       "L 222.975454 200.721114 \n",
       "L 231.151852 196.213199 \n",
       "L 239.328251 181.748702 \n",
       "L 247.527051 172.588482 \n",
       "L 255.703449 185.420229 \n",
       "L 263.879848 202.199124 \n",
       "L 272.056246 213.8513 \n",
       "L 280.255046 209.507768 \n",
       "L 288.431444 212.52118 \n",
       "L 296.607843 219.098138 \n",
       "L 304.784242 212.046473 \n",
       "L 312.983041 210.397129 \n",
       "L 321.15944 207.406188 \n",
       "L 329.335838 205.127028 \n",
       "L 337.512237 209.769519 \n",
       "L 345.711037 214.584266 \n",
       "L 353.887435 214.892288 \n",
       "L 362.063834 216.266344 \n",
       "L 370.240232 215.476045 \n",
       "L 378.439032 214.973932 \n",
       "L 386.615431 217.343152 \n",
       "L 394.791829 220.478394 \n",
       "L 402.968228 217.940583 \n",
       "L 411.167027 213.194952 \n",
       "L 419.343426 215.393209 \n",
       "L 427.519824 220.343659 \n",
       "L 435.696223 217.612981 \n",
       "L 443.895023 215.987732 \n",
       "L 452.071421 213.131523 \n",
       "L 460.24782 213.797375 \n",
       "L 468.424218 215.287419 \n",
       "L 476.623018 211.349748 \n",
       "L 484.799417 228.094146 \n",
       "L 492.975815 220.128052 \n",
       "L 501.152214 214.073222 \n",
       "L 509.351013 218.414376 \n",
       "L 517.527412 220.827467 \n",
       "L 525.70381 220.199189 \n",
       "L 533.880209 226.201317 \n",
       "L 542.079009 221.638808 \n",
       "L 550.255407 218.17178 \n",
       "L 558.431806 216.924433 \n",
       "L 566.608204 219.440789 \n",
       "L 574.807004 221.750575 \n",
       "L 582.983403 207.921713 \n",
       "L 591.159801 194.728885 \n",
       "\" clip-path=\"url(#pd9201c4116)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 58.523438 354.958125 \n",
       "L 58.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 616.523438 354.958125 \n",
       "L 616.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 58.523437 354.958125 \n",
       "L 616.523438 354.958125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 58.523437 22.318125 \n",
       "L 616.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_15\">\n",
       "    <!-- Inflation, consumer prices in the United States and stock price prediction -->\n",
       "    <g transform=\"translate(117.981562 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-49\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-2c\" d=\"M 750 794 \n",
       "L 1409 794 \n",
       "L 1409 256 \n",
       "L 897 -744 \n",
       "L 494 -744 \n",
       "L 750 256 \n",
       "L 750 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-55\" d=\"M 556 4666 \n",
       "L 1191 4666 \n",
       "L 1191 1831 \n",
       "Q 1191 1081 1462 751 \n",
       "Q 1734 422 2344 422 \n",
       "Q 2950 422 3222 751 \n",
       "Q 3494 1081 3494 1831 \n",
       "L 3494 4666 \n",
       "L 4128 4666 \n",
       "L 4128 1753 \n",
       "Q 4128 841 3676 375 \n",
       "Q 3225 -91 2344 -91 \n",
       "Q 1459 -91 1007 375 \n",
       "Q 556 841 556 1753 \n",
       "L 556 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-49\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"29.492188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"92.871094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"128.076172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"155.859375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"217.138672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"256.347656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"284.130859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"345.3125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2c\" x=\"408.691406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"440.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"472.265625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"527.246094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"588.427734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"651.806641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"703.90625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"767.285156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"864.697266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"926.220703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"967.333984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-70\" x=\"999.121094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1062.597656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1103.710938\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"1131.494141\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1186.474609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"1247.998047\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1300.097656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1331.884766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1359.667969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1423.046875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1454.833984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"1494.042969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1557.421875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1618.945312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-55\" x=\"1650.732422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1723.925781\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1787.304688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1815.087891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1854.296875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"1915.820312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1979.296875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"2011.083984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2074.560547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"2113.769531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2175.048828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2214.257812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"2275.78125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2327.880859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"2359.667969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"2420.947266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"2484.326172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2547.802734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"2579.589844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2631.689453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"2670.898438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"2732.080078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"2787.060547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2844.970703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-70\" x=\"2876.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"2940.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"2981.347656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"3009.130859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"3064.111328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"3125.634766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-70\" x=\"3157.421875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"3220.898438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"3259.761719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"3321.285156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"3384.761719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"3412.544922\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"3467.525391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"3506.734375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"3534.517578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"3595.699219\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 458.157812 59.674375 \n",
       "L 609.523438 59.674375 \n",
       "Q 611.523438 59.674375 611.523438 57.674375 \n",
       "L 611.523438 29.318125 \n",
       "Q 611.523438 27.318125 609.523438 27.318125 \n",
       "L 458.157812 27.318125 \n",
       "Q 456.157812 27.318125 456.157812 29.318125 \n",
       "L 456.157812 57.674375 \n",
       "Q 456.157812 59.674375 458.157812 59.674375 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_15\">\n",
       "     <path d=\"M 460.157812 35.416562 \n",
       "L 470.157812 35.416562 \n",
       "L 480.157812 35.416562 \n",
       "\" style=\"fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_16\">\n",
       "     <!-- Actual Stock Returns -->\n",
       "     <g transform=\"translate(488.157812 38.916562) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"66.658203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"121.638672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"160.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"224.226562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"285.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"313.289062\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"345.076172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"408.552734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"447.761719\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"508.943359\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"563.923828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"621.833984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"653.621094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"718.603516\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"780.126953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"819.335938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"882.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"922.078125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"985.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_16\">\n",
       "     <path d=\"M 460.157812 50.094687 \n",
       "L 470.157812 50.094687 \n",
       "L 480.157812 50.094687 \n",
       "\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 1.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_17\">\n",
       "     <!-- Predicted Stock Returns -->\n",
       "     <g transform=\"translate(488.157812 53.594687) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-50\" d=\"M 1259 4147 \n",
       "L 1259 2394 \n",
       "L 2053 2394 \n",
       "Q 2494 2394 2734 2622 \n",
       "Q 2975 2850 2975 3272 \n",
       "Q 2975 3691 2734 3919 \n",
       "Q 2494 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2838 4666 3239 4311 \n",
       "Q 3641 3956 3641 3272 \n",
       "Q 3641 2581 3239 2228 \n",
       "Q 2838 1875 2053 1875 \n",
       "L 1259 1875 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-50\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"58.552734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"97.416016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"158.939453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"222.416016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"250.199219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"305.179688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"344.388672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"405.912109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"469.388672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"501.175781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"564.652344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"603.861328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"665.042969\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"720.023438\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"777.933594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"809.720703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"874.703125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"936.226562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"975.435547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"1038.814453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"1078.177734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"1141.556641\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pd9201c4116\">\n",
       "   <rect x=\"58.523438\" y=\"22.318125\" width=\"558\" height=\"332.64\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 3000x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_data = pd.read_csv(r'D:\\桌面\\US stock market return_sorted.csv', parse_dates=['month'], index_col='month')\n",
    "predictor_data2 = pd.read_csv(r\"C:\\Users\\w'k'd'n\\Downloads\\美国的通货膨胀与消费者物价.csv\", parse_dates=['observation_date'], index_col='observation_date')\n",
    "merged_data = pd.merge(stock_data, predictor_data2, left_index=True, right_index=True)\n",
    "merged_data['x_lag'] = merged_data['FPCPITOTLZGUSA'].shift(1)  \n",
    "merged_data = merged_data.dropna()\n",
    "#设置回归模型的自变量（X）和因变量（Y）\n",
    "X = merged_data['x_lag']  # 自变量（滞后1期的预测变量）\n",
    "Y = merged_data['r']  # 因变量（股市收益率）\n",
    "X = sm.add_constant(X)\n",
    "#拟合线性回归模型\n",
    "model = sm.OLS(Y, X)  # 使用普通最小二乘法（OLS）\n",
    "results = model.fit()\n",
    "#输出模型结果\n",
    "print(results.summary())\n",
    "#预测未来的股市收益率\n",
    "merged_data['predicted_return'] = results.predict(X)\n",
    "#可视化实际股市收益率和预测收益率的对比\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(merged_data.index, merged_data['r'], label='Actual Stock Returns', color='blue')\n",
    "plt.plot(merged_data.index, merged_data['predicted_return'], label='Predicted Stock Returns', color='red', linestyle='--')\n",
    "plt.title('Inflation, consumer prices in the United States and stock price prediction')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Return of stock')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4.1.2. 使用美国的通货膨胀与消费者物价（自变量）预测美国股票收益率（因变量）的回归结果的学术性分析：**\n",
    "\n",
    "---\n",
    "\n",
    "### 4.1.2.1. **模型的拟合度**\n",
    "- **R-squared (0.025)**：决定系数为2.5%，表明模型中的解释变量（美国通货膨胀与消费者物价）只能解释美国股票收益变化的2.5%。模型的解释能力非常弱。\n",
    "- **Adj. R-squared (0.009)**：调整后的决定系数为0.9%，再次验证模型拟合效果极低，且模型的预测能力在加入复杂度调整后几乎没有改善。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.1.2.2. **F统计量和显著性**\n",
    "- **F-statistic (1.577)** 及其 p 值（0.214）：F统计量的 p 值远大于常用显著性水平（如 0.05 或 0.1），表明模型在整体上不显著。这说明自变量对因变量的线性关系在统计意义上不成立。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.1.2.3. **回归系数及其显著性**\n",
    "- **常数项（const）**：\n",
    "  - 系数为0.0044，表明在所有其他变量为零的情况下，美国股票收益的预测值为0.0044。\n",
    "  - t值为0.410，p值为0.684（远大于0.05），表明常数项在统计上不显著。\n",
    "- **x_lag（美国通货膨胀与消费者物价）**：\n",
    "  - 系数为0.0029，表明美国通货膨胀每增加1单位，美国股票收益平均增加0.0029。\n",
    "  - t值为1.256，p值为0.214（远大于0.05），表明x_lag对美国股票收益的影响在统计上不显著。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.1.2.4. **残差诊断**\n",
    "- **Durbin-Watson (1.887)**：值接近2，表明残差不存在显著的自相关性。\n",
    "- **Omnibus (0.455)及其p值（0.796）**：表明残差服从正态分布的假设不能被拒绝。\n",
    "- **Jarque-Bera (JB) (0.595)及其p值（0.743）**：进一步验证残差服从正态分布的假设。\n",
    "- **Skew和Kurtosis**：偏度为0.023（接近0），说明残差分布接近对称；峰度为2.526（接近正态分布的峰度3），进一步支持残差分布接近正态。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.1.2.5. **模型的经济意义**\n",
    "- 从经济学角度看，结果表明，美国的通货膨胀与消费者物价对美国股票收益的影响非常小且统计上不显著。尽管经济理论可能预期通胀水平会对股票市场产生一定影响（例如通胀通过影响货币政策、公司盈利等因素间接作用于股票市场），但当前数据和模型未能支持这种关系。\n",
    "- 同时，模型解释力（R-squared）极低，表明美国股票收益可能更多受到其他因素（如市场情绪、政策调整、国际事件等）的影响，而不是单一的通货膨胀指标。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4.1.3.选取\"股市波动性追踪器：宏观经济新闻与前景：商业投资与情绪\"数据作为x进行预测**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                      r   R-squared:                       0.000\n",
      "Model:                            OLS   Adj. R-squared:                 -0.002\n",
      "Method:                 Least Squares   F-statistic:                   0.01960\n",
      "Date:                Tue, 31 Dec 2024   Prob (F-statistic):              0.889\n",
      "Time:                        20:22:00   Log-Likelihood:                 783.24\n",
      "No. Observations:                 467   AIC:                            -1562.\n",
      "Df Residuals:                     465   BIC:                            -1554.\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "const          0.0093      0.003      3.070      0.002       0.003       0.015\n",
      "x_lag          0.0008      0.006      0.140      0.889      -0.010       0.012\n",
      "==============================================================================\n",
      "Omnibus:                       70.671   Durbin-Watson:                   1.924\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              155.147\n",
      "Skew:                          -0.809   Prob(JB):                     2.04e-34\n",
      "Kurtosis:                       5.314   Cond. No.                         3.17\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x1800 with 0 Axes>"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x247aa202630>]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x247aa20cad0>]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Macroeconomic news and outlook: Business investment and sentiment and stock returns predicted')"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Date')"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Stock Return')"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x247aa1e8410>"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"643.043437pt\" height=\"392.514375pt\" viewBox=\"0 0 643.043437 392.514375\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-12-31T20:22:01.489232</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 392.514375 \n",
       "L 643.043437 392.514375 \n",
       "L 643.043437 0 \n",
       "L -0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 58.523438 354.958125 \n",
       "L 616.523438 354.958125 \n",
       "L 616.523438 22.318125 \n",
       "L 58.523438 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m30697e6fe0\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m30697e6fe0\" x=\"82.778242\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1985 -->\n",
       "      <g transform=\"translate(70.053242 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m30697e6fe0\" x=\"148.09202\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1990 -->\n",
       "      <g transform=\"translate(135.36702 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m30697e6fe0\" x=\"213.405798\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1995 -->\n",
       "      <g transform=\"translate(200.680798 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m30697e6fe0\" x=\"278.719576\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(265.994576 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m30697e6fe0\" x=\"344.069123\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2005 -->\n",
       "      <g transform=\"translate(331.344123 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m30697e6fe0\" x=\"409.382901\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(396.657901 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m30697e6fe0\" x=\"474.696679\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2015 -->\n",
       "      <g transform=\"translate(461.971679 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m30697e6fe0\" x=\"540.010457\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(527.285457 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m30697e6fe0\" x=\"605.360004\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2025 -->\n",
       "      <g transform=\"translate(592.635004 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_10\">\n",
       "     <!-- Date -->\n",
       "     <g transform=\"translate(325.572656 383.234687) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
       "L 1259 519 \n",
       "L 2022 519 \n",
       "Q 2988 519 3436 956 \n",
       "Q 3884 1394 3884 2338 \n",
       "Q 3884 3275 3436 3711 \n",
       "Q 2988 4147 2022 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 1925 4666 \n",
       "Q 3281 4666 3915 4102 \n",
       "Q 4550 3538 4550 2338 \n",
       "Q 4550 1131 3912 565 \n",
       "Q 3275 0 1925 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-44\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"77.001953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"138.28125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.490234\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <defs>\n",
       "       <path id=\"me7606beab8\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#me7606beab8\" x=\"58.523438\" y=\"318.389151\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- −0.20 -->\n",
       "      <g transform=\"translate(20.878125 322.18837) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me7606beab8\" x=\"58.523438\" y=\"276.101832\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- −0.15 -->\n",
       "      <g transform=\"translate(20.878125 279.901051) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me7606beab8\" x=\"58.523438\" y=\"233.814513\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- −0.10 -->\n",
       "      <g transform=\"translate(20.878125 237.613732) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me7606beab8\" x=\"58.523438\" y=\"191.527195\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- −0.05 -->\n",
       "      <g transform=\"translate(20.878125 195.326413) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me7606beab8\" x=\"58.523438\" y=\"149.239876\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 0.00 -->\n",
       "      <g transform=\"translate(29.257812 153.039095) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me7606beab8\" x=\"58.523438\" y=\"106.952557\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 0.05 -->\n",
       "      <g transform=\"translate(29.257812 110.751776) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me7606beab8\" x=\"58.523438\" y=\"64.665238\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 0.10 -->\n",
       "      <g transform=\"translate(29.257812 68.464457) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#me7606beab8\" x=\"58.523438\" y=\"22.377919\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 0.15 -->\n",
       "      <g transform=\"translate(29.257812 26.177138) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_19\">\n",
       "     <!-- Stock Return -->\n",
       "     <g transform=\"translate(14.798437 220.656875) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-53\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"63.476562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"102.685547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"163.867188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"218.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"276.757812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"308.544922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"373.527344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"435.050781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"474.259766\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"537.638672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"577.001953\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_18\">\n",
       "    <path d=\"M 83.887074 134.948454 \n",
       "L 84.888599 150.717395 \n",
       "L 85.997431 151.089523 \n",
       "L 87.070495 102.069217 \n",
       "L 88.179327 134.785224 \n",
       "L 89.25239 149.452158 \n",
       "L 90.361222 153.294384 \n",
       "L 91.470054 182.922571 \n",
       "L 92.543117 111.654061 \n",
       "L 93.651949 90.690546 \n",
       "L 94.725012 112.821191 \n",
       "L 95.833844 140.926189 \n",
       "L 96.942676 87.922418 \n",
       "L 97.944201 103.665141 \n",
       "L 99.053033 155.923809 \n",
       "L 100.126096 106.23621 \n",
       "L 101.234928 137.193064 \n",
       "L 102.307992 199.730934 \n",
       "L 103.416823 93.265843 \n",
       "L 104.525655 216.070754 \n",
       "L 105.598719 107.540351 \n",
       "L 106.707551 136.475026 \n",
       "L 107.780614 171.556585 \n",
       "L 108.889446 40.562312 \n",
       "L 109.998278 108.710018 \n",
       "L 110.999803 129.226134 \n",
       "L 112.108635 163.614181 \n",
       "L 113.181698 144.907117 \n",
       "L 114.29053 112.318818 \n",
       "L 115.363593 111.818136 \n",
       "L 116.472425 117.822935 \n",
       "L 117.581257 166.808565 \n",
       "L 118.65432 339.838125 \n",
       "L 120.836216 89.763608 \n",
       "L 121.945047 111.287007 \n",
       "L 123.053879 105.5224 \n",
       "L 124.091174 163.277574 \n",
       "L 125.200006 139.942586 \n",
       "L 126.273069 148.861827 \n",
       "L 127.381901 105.720304 \n",
       "L 128.454964 155.390143 \n",
       "L 129.563796 172.925849 \n",
       "L 130.672628 117.774728 \n",
       "L 131.745691 134.316681 \n",
       "L 132.854523 163.11942 \n",
       "L 133.927586 131.419154 \n",
       "L 135.036418 93.335195 \n",
       "L 136.14525 163.145638 \n",
       "L 137.146776 131.08593 \n",
       "L 138.255608 108.46898 \n",
       "L 139.328671 115.971596 \n",
       "L 140.437503 153.34682 \n",
       "L 141.510566 84.009149 \n",
       "L 142.619398 130.526891 \n",
       "L 143.72823 150.48566 \n",
       "L 144.801293 174.007558 \n",
       "L 145.910125 134.172058 \n",
       "L 146.983188 133.767792 \n",
       "L 148.09202 208.538537 \n",
       "L 149.200852 136.638255 \n",
       "L 150.202378 128.816792 \n",
       "L 151.311209 173.160121 \n",
       "L 152.384273 74.023422 \n",
       "L 153.493105 152.78609 \n",
       "L 154.566168 157.183126 \n",
       "L 155.675 226.966505 \n",
       "L 156.783832 194.778244 \n",
       "L 157.856895 159.81086 \n",
       "L 158.965727 93.638817 \n",
       "L 160.03879 124.281054 \n",
       "L 161.147622 107.728106 \n",
       "L 162.256454 85.091705 \n",
       "L 163.257979 124.779199 \n",
       "L 164.366811 146.43961 \n",
       "L 165.439874 114.786706 \n",
       "L 166.548706 186.473014 \n",
       "L 167.62177 109.676706 \n",
       "L 168.730602 126.567953 \n",
       "L 169.839433 158.525325 \n",
       "L 170.912497 134.14584 \n",
       "L 172.021329 180.778604 \n",
       "L 173.094392 58.929386 \n",
       "L 174.203224 150.224325 \n",
       "L 175.312056 137.944933 \n",
       "L 176.34935 169.283219 \n",
       "L 177.458182 137.895034 \n",
       "L 178.531245 143.821179 \n",
       "L 179.640077 165.52726 \n",
       "L 180.71314 115.494595 \n",
       "L 181.821972 166.84747 \n",
       "L 182.930804 138.70103 \n",
       "L 184.003867 139.951043 \n",
       "L 185.112699 115.256941 \n",
       "L 186.185762 134.236335 \n",
       "L 187.294594 138.569939 \n",
       "L 188.403426 144.651702 \n",
       "L 189.404952 128.020945 \n",
       "L 190.513784 170.714222 \n",
       "L 191.586847 124.229464 \n",
       "L 192.695679 144.64409 \n",
       "L 193.768742 149.921547 \n",
       "L 194.877574 115.836277 \n",
       "L 195.986406 148.707901 \n",
       "L 197.059469 133.973308 \n",
       "L 198.168301 164.125012 \n",
       "L 199.241364 132.702151 \n",
       "L 200.350196 122.633541 \n",
       "L 201.459028 169.712858 \n",
       "L 202.460554 187.970831 \n",
       "L 203.569386 141.209514 \n",
       "L 204.642449 141.32961 \n",
       "L 205.751281 172.819285 \n",
       "L 206.824344 123.311829 \n",
       "L 207.933176 113.186553 \n",
       "L 209.042008 164.749173 \n",
       "L 210.115071 136.958793 \n",
       "L 211.223903 180.706715 \n",
       "L 212.296966 138.600386 \n",
       "L 213.405798 132.0264 \n",
       "L 214.51463 115.708569 \n",
       "L 215.516156 126.350596 \n",
       "L 216.624987 128.055621 \n",
       "L 217.698051 120.561462 \n",
       "L 218.806883 122.901642 \n",
       "L 219.879946 114.732578 \n",
       "L 220.988778 141.374434 \n",
       "L 222.09761 118.493612 \n",
       "L 223.170673 158.829794 \n",
       "L 224.279505 113.066458 \n",
       "L 225.352568 136.391297 \n",
       "L 226.4614 125.456642 \n",
       "L 227.570232 135.409385 \n",
       "L 228.607526 140.0094 \n",
       "L 229.716358 127.622598 \n",
       "L 230.789421 126.565415 \n",
       "L 231.898253 156.250268 \n",
       "L 232.971316 194.784164 \n",
       "L 234.080148 121.79456 \n",
       "L 235.18898 104.428004 \n",
       "L 236.262043 137.675986 \n",
       "L 237.370875 93.763988 \n",
       "L 238.443939 158.865315 \n",
       "L 239.55277 104.01528 \n",
       "L 241.663128 187.204585 \n",
       "L 242.77196 113.383612 \n",
       "L 243.845023 88.650605 \n",
       "L 244.953855 111.95853 \n",
       "L 246.026918 84.529283 \n",
       "L 247.13575 179.959921 \n",
       "L 248.244582 99.803463 \n",
       "L 249.317645 178.361461 \n",
       "L 250.426477 123.56809 \n",
       "L 252.608372 145.424714 \n",
       "L 253.717204 87.228906 \n",
       "L 254.71873 105.875922 \n",
       "L 256.900625 171.014462 \n",
       "L 258.009457 122.312157 \n",
       "L 259.08252 169.010889 \n",
       "L 260.191352 282.749399 \n",
       "L 261.300184 95.269416 \n",
       "L 262.373247 86.311271 \n",
       "L 263.482079 96.802755 \n",
       "L 264.555142 95.908801 \n",
       "L 265.663974 116.723465 \n",
       "L 266.772806 181.448435 \n",
       "L 267.774332 117.164944 \n",
       "L 268.883164 107.720495 \n",
       "L 269.956227 166.753592 \n",
       "L 271.065059 106.256508 \n",
       "L 272.138122 175.316774 \n",
       "L 273.246954 157.627988 \n",
       "L 274.355786 168.4121 \n",
       "L 275.428849 96.713106 \n",
       "L 276.537681 118.097803 \n",
       "L 277.610744 78.412845 \n",
       "L 278.719576 182.750039 \n",
       "L 279.828408 122.378971 \n",
       "L 280.865702 103.99329 \n",
       "L 281.974534 199.577854 \n",
       "L 283.047597 182.108117 \n",
       "L 284.156429 105.619661 \n",
       "L 285.229493 164.191826 \n",
       "L 286.338324 85.822429 \n",
       "L 287.447156 192.503186 \n",
       "L 288.52022 169.943747 \n",
       "L 289.629052 235.814704 \n",
       "L 290.702115 131.944362 \n",
       "L 291.810947 115.771154 \n",
       "L 292.919779 233.03981 \n",
       "L 293.921304 208.787187 \n",
       "L 295.030136 78.337574 \n",
       "L 296.103199 140.408592 \n",
       "L 297.212031 164.092028 \n",
       "L 298.285094 164.703503 \n",
       "L 299.393926 199.121997 \n",
       "L 300.502758 226.623132 \n",
       "L 301.575821 125.688376 \n",
       "L 302.684653 82.604365 \n",
       "L 303.757717 134.13992 \n",
       "L 304.866548 162.743062 \n",
       "L 305.97538 167.592572 \n",
       "L 306.976906 111.436704 \n",
       "L 308.085738 191.188896 \n",
       "L 309.158801 158.12867 \n",
       "L 310.267633 208.66117 \n",
       "L 311.340696 217.851051 \n",
       "L 312.449528 142.517038 \n",
       "L 313.55836 233.749391 \n",
       "L 314.631423 85.859642 \n",
       "L 315.740255 97.410846 \n",
       "L 316.813318 194.346913 \n",
       "L 317.92215 169.002431 \n",
       "L 319.030982 162.278748 \n",
       "L 320.032508 140.510927 \n",
       "L 321.14134 79.23914 \n",
       "L 322.214403 95.559508 \n",
       "L 323.323235 135.415306 \n",
       "L 324.396298 129.692986 \n",
       "L 325.50513 128.125817 \n",
       "L 326.613962 156.953083 \n",
       "L 327.687025 98.189779 \n",
       "L 328.795857 135.20556 \n",
       "L 329.86892 110.778714 \n",
       "L 330.977752 129.752188 \n",
       "L 332.086584 136.179014 \n",
       "L 333.123879 158.257224 \n",
       "L 334.23271 169.725545 \n",
       "L 335.305774 137.341916 \n",
       "L 336.414606 130.962451 \n",
       "L 337.487669 181.122823 \n",
       "L 338.596501 146.953823 \n",
       "L 339.705333 131.854713 \n",
       "L 340.778396 134.180516 \n",
       "L 341.887228 108.46306 \n",
       "L 342.960291 119.494976 \n",
       "L 344.069123 171.691059 \n",
       "L 345.177955 130.087103 \n",
       "L 346.17948 163.570202 \n",
       "L 347.288312 170.557759 \n",
       "L 348.361375 117.140418 \n",
       "L 349.470207 139.489266 \n",
       "L 350.543271 112.57085 \n",
       "L 351.652103 154.278833 \n",
       "L 352.760934 140.274964 \n",
       "L 353.833998 166.88722 \n",
       "L 354.94283 115.134307 \n",
       "L 356.015893 146.315285 \n",
       "L 357.124725 115.349127 \n",
       "L 358.233557 150.626054 \n",
       "L 359.235082 133.115721 \n",
       "L 360.343914 138.246019 \n",
       "L 361.416977 175.480003 \n",
       "L 362.525809 149.556185 \n",
       "L 363.598872 150.851868 \n",
       "L 364.707704 128.048855 \n",
       "L 365.816536 132.795183 \n",
       "L 366.889599 117.841542 \n",
       "L 369.071495 140.063528 \n",
       "L 370.180327 132.844237 \n",
       "L 371.289158 161.099777 \n",
       "L 373.399516 115.525042 \n",
       "L 374.472579 116.309049 \n",
       "L 375.581411 161.686725 \n",
       "L 376.654474 176.100781 \n",
       "L 377.763306 139.439367 \n",
       "L 378.872138 114.669993 \n",
       "L 379.945201 127.315592 \n",
       "L 381.054033 191.032433 \n",
       "L 382.127096 152.866436 \n",
       "L 383.235928 201.977237 \n",
       "L 384.34476 167.847988 \n",
       "L 385.382055 158.036484 \n",
       "L 386.490887 105.919901 \n",
       "L 387.56395 128.948729 \n",
       "L 388.672782 215.720615 \n",
       "L 389.745845 160.475616 \n",
       "L 390.854677 139.805575 \n",
       "L 391.963509 232.391968 \n",
       "L 393.036572 305.591317 \n",
       "L 394.145404 221.470845 \n",
       "L 395.218467 130.947227 \n",
       "L 396.327299 214.897704 \n",
       "L 397.436131 234.724537 \n",
       "L 398.437657 74.992647 \n",
       "L 399.546488 55.652119 \n",
       "L 400.619552 92.290698 \n",
       "L 401.728384 151.507322 \n",
       "L 402.801447 79.42605 \n",
       "L 403.910279 122.177683 \n",
       "L 405.019111 110.931794 \n",
       "L 406.092174 173.336882 \n",
       "L 407.201006 100.723635 \n",
       "L 408.274069 124.527167 \n",
       "L 409.382901 180.699104 \n",
       "L 410.491733 119.364731 \n",
       "L 411.493258 94.695155 \n",
       "L 412.60209 132.097442 \n",
       "L 413.675154 216.924113 \n",
       "L 414.783985 193.260975 \n",
       "L 415.857049 89.008356 \n",
       "L 416.965881 186.375753 \n",
       "L 418.074712 70.902618 \n",
       "L 419.147776 116.238852 \n",
       "L 420.256608 144.486781 \n",
       "L 421.329671 91.804394 \n",
       "L 422.438503 132.126198 \n",
       "L 423.547335 116.555161 \n",
       "L 424.54886 146.813429 \n",
       "L 425.657692 125.43127 \n",
       "L 426.730755 161.656278 \n",
       "L 427.839587 164.916631 \n",
       "L 428.91265 169.195262 \n",
       "L 430.021482 198.827677 \n",
       "L 431.130314 220.636939 \n",
       "L 432.203378 51.5401 \n",
       "L 433.312209 154.465743 \n",
       "L 434.385273 145.132931 \n",
       "L 435.494105 103.594944 \n",
       "L 436.602936 113.6644 \n",
       "L 437.640231 127.837418 \n",
       "L 438.749063 155.037467 \n",
       "L 439.822126 204.973716 \n",
       "L 440.930958 116.698938 \n",
       "L 442.004021 140.465257 \n",
       "L 443.112853 126.705809 \n",
       "L 444.221685 126.754863 \n",
       "L 445.294748 161.35773 \n",
       "L 446.40358 143.948886 \n",
       "L 447.476643 138.790679 \n",
       "L 448.585475 101.999866 \n",
       "L 449.694307 141.521594 \n",
       "L 450.695833 118.512218 \n",
       "L 451.804665 136.31518 \n",
       "L 452.877728 131.47751 \n",
       "L 453.98656 161.33574 \n",
       "L 455.059623 103.965381 \n",
       "L 456.168455 171.297787 \n",
       "L 457.277287 117.375535 \n",
       "L 458.35035 115.020977 \n",
       "L 459.459182 127.298678 \n",
       "L 460.532245 126.464772 \n",
       "L 461.641077 174.690076 \n",
       "L 462.749909 109.93635 \n",
       "L 463.751435 145.370586 \n",
       "L 464.860267 148.049911 \n",
       "L 465.93333 131.869091 \n",
       "L 467.042162 125.312019 \n",
       "L 468.115225 166.750209 \n",
       "L 469.224057 114.550742 \n",
       "L 470.332889 170.194088 \n",
       "L 471.405952 131.114685 \n",
       "L 472.514784 130.844892 \n",
       "L 474.696679 173.304743 \n",
       "L 475.805511 100.931688 \n",
       "L 476.807036 158.123596 \n",
       "L 477.915868 141.973223 \n",
       "L 478.988932 140.160788 \n",
       "L 480.097763 165.448605 \n",
       "L 481.170827 138.433774 \n",
       "L 482.279659 200.350867 \n",
       "L 483.388491 178.22445 \n",
       "L 484.461554 85.790291 \n",
       "L 485.570386 146.979196 \n",
       "L 486.643449 168.08818 \n",
       "L 487.752281 198.441171 \n",
       "L 488.861113 148.66646 \n",
       "L 489.898407 88.986367 \n",
       "L 491.007239 139.416532 \n",
       "L 492.080302 136.505473 \n",
       "L 493.189134 147.323414 \n",
       "L 494.262197 115.985974 \n",
       "L 495.371029 146.563934 \n",
       "L 496.479861 146.772834 \n",
       "L 497.552924 167.576503 \n",
       "L 498.661756 113.185708 \n",
       "L 499.734819 133.19945 \n",
       "L 500.843651 130.349285 \n",
       "L 501.952483 121.12642 \n",
       "L 502.954009 147.623654 \n",
       "L 504.062841 141.055588 \n",
       "L 505.135904 141.366823 \n",
       "L 506.244736 140.930418 \n",
       "L 507.317799 132.006948 \n",
       "L 508.426631 147.981405 \n",
       "L 509.535463 128.779579 \n",
       "L 510.608526 132.708917 \n",
       "L 511.717358 125.666387 \n",
       "L 512.790421 139.020722 \n",
       "L 513.899253 105.812491 \n",
       "L 515.008085 182.633326 \n",
       "L 518.191506 126.222888 \n",
       "L 519.300338 144.130722 \n",
       "L 520.373401 122.105795 \n",
       "L 521.482233 122.573493 \n",
       "L 522.591065 148.816157 \n",
       "L 523.664128 212.465338 \n",
       "L 524.77296 133.497998 \n",
       "L 525.846023 226.760143 \n",
       "L 526.954855 73.679203 \n",
       "L 528.063687 120.991101 \n",
       "L 529.065213 138.096322 \n",
       "L 530.174045 116.467204 \n",
       "L 531.247108 202.115939 \n",
       "L 532.35594 91.794245 \n",
       "L 533.429003 138.791525 \n",
       "L 534.537835 166.872842 \n",
       "L 535.646667 135.651269 \n",
       "L 536.71973 132.970253 \n",
       "L 537.828562 118.683059 \n",
       "L 538.901625 125.199535 \n",
       "L 540.010457 150.141441 \n",
       "L 541.119289 215.939664 \n",
       "L 542.156583 269.813708 \n",
       "L 543.265415 37.438125 \n",
       "L 544.338478 103.128938 \n",
       "L 545.44731 127.573545 \n",
       "L 546.520373 101.968574 \n",
       "L 547.629205 89.661272 \n",
       "L 548.738037 179.306159 \n",
       "L 549.8111 166.769661 \n",
       "L 550.919932 42.674141 \n",
       "L 551.992996 111.017214 \n",
       "L 553.101828 149.817521 \n",
       "L 554.210659 124.154193 \n",
       "L 555.212185 123.091935 \n",
       "L 556.321017 107.708654 \n",
       "L 557.39408 143.679939 \n",
       "L 558.502912 128.531776 \n",
       "L 559.575975 138.828738 \n",
       "L 560.684807 125.739121 \n",
       "L 561.793639 185.328719 \n",
       "L 562.866702 93.469668 \n",
       "L 563.975534 164.721263 \n",
       "L 565.048597 121.249054 \n",
       "L 566.157429 200.869309 \n",
       "L 567.266261 168.097483 \n",
       "L 568.267787 122.610705 \n",
       "L 569.376619 226.179961 \n",
       "L 570.449682 151.603737 \n",
       "L 571.558514 221.066578 \n",
       "L 572.631577 70.982964 \n",
       "L 573.740409 180.010666 \n",
       "L 574.849241 227.117048 \n",
       "L 575.922304 82.705854 \n",
       "L 577.031136 105.742294 \n",
       "L 578.104199 198.901257 \n",
       "L 579.213031 87.694912 \n",
       "L 580.321863 169.665497 \n",
       "L 581.323389 128.522473 \n",
       "L 582.432221 141.595174 \n",
       "L 583.505284 147.525548 \n",
       "L 584.614116 92.081798 \n",
       "L 585.687179 118.920714 \n",
       "L 586.796011 166.408527 \n",
       "L 587.904843 189.838239 \n",
       "L 588.977906 173.956814 \n",
       "L 590.086738 70.282686 \n",
       "L 591.159801 103.765785 \n",
       "L 591.159801 103.765785 \n",
       "\" clip-path=\"url(#p65e556554e)\" style=\"fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_19\">\n",
       "    <path d=\"M 83.887074 141.393414 \n",
       "L 84.888599 141.393414 \n",
       "L 85.997431 141.225667 \n",
       "L 89.25239 141.348933 \n",
       "L 91.470054 141.223361 \n",
       "L 93.651949 141.266307 \n",
       "L 95.833844 141.306677 \n",
       "L 96.942676 141.17109 \n",
       "L 97.944201 141.338783 \n",
       "L 99.053033 141.077503 \n",
       "L 101.234928 141.252587 \n",
       "L 102.307992 141.269884 \n",
       "L 103.416823 141.147065 \n",
       "L 108.889446 141.196299 \n",
       "L 109.998278 140.99176 \n",
       "L 110.999803 141.19446 \n",
       "L 113.181698 141.199816 \n",
       "L 114.29053 141.11863 \n",
       "L 116.472425 141.320512 \n",
       "L 117.581257 141.111077 \n",
       "L 118.65432 141.161549 \n",
       "L 119.763152 140.613983 \n",
       "L 120.836216 140.860528 \n",
       "L 121.945047 140.877082 \n",
       "L 123.053879 140.429405 \n",
       "L 124.091174 141.095037 \n",
       "L 125.200006 141.222847 \n",
       "L 127.381901 140.98301 \n",
       "L 129.563796 141.312208 \n",
       "L 130.672628 141.13801 \n",
       "L 131.745691 141.25728 \n",
       "L 132.854523 141.00803 \n",
       "L 133.927586 141.256232 \n",
       "L 136.14525 141.023724 \n",
       "L 138.255608 141.331825 \n",
       "L 139.328671 141.206442 \n",
       "L 143.72823 141.25072 \n",
       "L 144.801293 141.029323 \n",
       "L 145.910125 141.040947 \n",
       "L 146.983188 141.359461 \n",
       "L 148.09202 141.155544 \n",
       "L 149.200852 141.263 \n",
       "L 150.202378 141.193175 \n",
       "L 151.311209 141.363289 \n",
       "L 152.384273 141.225119 \n",
       "L 154.566168 141.360266 \n",
       "L 156.783832 141.200248 \n",
       "L 157.856895 141.325171 \n",
       "L 158.965727 141.184851 \n",
       "L 160.03879 141.26582 \n",
       "L 161.147622 141.13845 \n",
       "L 162.256454 141.217289 \n",
       "L 163.257979 140.954136 \n",
       "L 164.366811 141.247049 \n",
       "L 165.439874 141.356378 \n",
       "L 166.548706 141.252174 \n",
       "L 167.62177 141.356317 \n",
       "L 170.912497 141.215165 \n",
       "L 172.021329 141.288913 \n",
       "L 173.094392 141.099094 \n",
       "L 174.203224 141.290069 \n",
       "L 176.34935 141.240571 \n",
       "L 177.458182 141.013182 \n",
       "L 178.531245 141.032569 \n",
       "L 179.640077 141.285505 \n",
       "L 184.003867 141.234951 \n",
       "L 185.112699 141.326828 \n",
       "L 186.185762 141.132844 \n",
       "L 189.404952 141.232159 \n",
       "L 192.695679 141.276964 \n",
       "L 193.768742 141.125615 \n",
       "L 194.877574 141.354701 \n",
       "L 197.059469 141.19847 \n",
       "L 198.168301 141.28894 \n",
       "L 199.241364 141.21215 \n",
       "L 200.350196 141.357527 \n",
       "L 201.459028 141.183668 \n",
       "L 202.460554 141.320972 \n",
       "L 203.569386 141.219716 \n",
       "L 205.751281 141.290705 \n",
       "L 206.824344 141.126799 \n",
       "L 207.933176 141.277512 \n",
       "L 209.042008 141.082784 \n",
       "L 211.223903 141.393414 \n",
       "L 213.405798 141.324698 \n",
       "L 214.51463 141.135806 \n",
       "L 215.516156 141.223517 \n",
       "L 217.698051 141.210493 \n",
       "L 218.806883 141.356811 \n",
       "L 219.879946 141.119935 \n",
       "L 223.170673 141.320566 \n",
       "L 224.279505 141.171002 \n",
       "L 226.4614 141.270459 \n",
       "L 227.570232 141.124628 \n",
       "L 228.607526 141.308523 \n",
       "L 230.789421 141.195576 \n",
       "L 231.898253 141.280474 \n",
       "L 232.971316 141.150473 \n",
       "L 237.370875 141.280839 \n",
       "L 239.55277 140.951749 \n",
       "L 240.661602 141.208072 \n",
       "L 242.77196 141.179793 \n",
       "L 243.845023 140.943114 \n",
       "L 244.953855 141.287094 \n",
       "L 246.026918 141.002316 \n",
       "L 248.244582 141.215889 \n",
       "L 250.426477 141.122079 \n",
       "L 251.49954 140.971825 \n",
       "L 252.608372 141.182721 \n",
       "L 254.71873 141.251985 \n",
       "L 255.827562 141.30197 \n",
       "L 256.900625 141.062559 \n",
       "L 258.009457 140.987006 \n",
       "L 260.191352 141.145178 \n",
       "L 263.482079 140.488817 \n",
       "L 264.555142 140.895955 \n",
       "L 265.663974 141.14672 \n",
       "L 266.772806 141.202358 \n",
       "L 267.774332 141.138443 \n",
       "L 268.883164 141.255907 \n",
       "L 271.065059 141.197746 \n",
       "L 272.138122 141.258165 \n",
       "L 273.246954 141.018578 \n",
       "L 274.355786 141.193074 \n",
       "L 275.428849 141.065426 \n",
       "L 277.610744 141.250484 \n",
       "L 278.719576 141.000125 \n",
       "L 279.828408 141.235059 \n",
       "L 280.865702 141.155788 \n",
       "L 281.974534 141.27879 \n",
       "L 283.047597 141.021675 \n",
       "L 285.229493 141.393414 \n",
       "L 286.338324 141.281353 \n",
       "L 287.447156 141.321418 \n",
       "L 288.52022 141.248442 \n",
       "L 289.629052 140.964833 \n",
       "L 291.810947 140.879969 \n",
       "L 292.919779 140.72173 \n",
       "L 293.921304 140.901033 \n",
       "L 297.212031 140.624343 \n",
       "L 298.285094 140.990516 \n",
       "L 299.393926 140.823181 \n",
       "L 300.502758 140.791582 \n",
       "L 301.575821 140.385858 \n",
       "L 303.757717 141.041089 \n",
       "L 304.866548 141.072019 \n",
       "L 305.97538 140.873018 \n",
       "L 306.976906 140.999929 \n",
       "L 309.158801 140.890336 \n",
       "L 310.267633 141.066359 \n",
       "L 313.55836 140.371671 \n",
       "L 314.631423 140.295631 \n",
       "L 315.740255 140.703574 \n",
       "L 316.813318 140.586144 \n",
       "L 317.92215 140.675369 \n",
       "L 319.030982 140.501016 \n",
       "L 320.032508 140.819611 \n",
       "L 321.14134 140.775779 \n",
       "L 322.214403 140.55827 \n",
       "L 323.323235 140.56345 \n",
       "L 325.50513 141.204387 \n",
       "L 326.613962 140.882316 \n",
       "L 327.687025 141.248962 \n",
       "L 328.795857 141.058725 \n",
       "L 330.977752 141.214178 \n",
       "L 332.086584 141.14319 \n",
       "L 333.123879 141.323142 \n",
       "L 337.487669 141.07561 \n",
       "L 338.596501 141.318321 \n",
       "L 339.705333 141.079396 \n",
       "L 340.778396 141.255265 \n",
       "L 345.177955 141.216741 \n",
       "L 346.17948 141.318625 \n",
       "L 348.361375 141.047696 \n",
       "L 356.015893 141.323386 \n",
       "L 358.233557 141.1245 \n",
       "L 359.235082 141.359218 \n",
       "L 362.525809 141.143805 \n",
       "L 363.598872 141.31636 \n",
       "L 366.889599 141.160115 \n",
       "L 367.998431 141.296067 \n",
       "L 370.180327 141.139018 \n",
       "L 372.290684 141.22163 \n",
       "L 373.399516 140.95824 \n",
       "L 374.472579 140.997231 \n",
       "L 375.581411 141.208525 \n",
       "L 376.654474 141.109826 \n",
       "L 377.763306 141.323541 \n",
       "L 378.872138 140.759584 \n",
       "L 379.945201 141.054992 \n",
       "L 381.054033 141.195359 \n",
       "L 385.382055 141.080194 \n",
       "L 387.56395 141.29844 \n",
       "L 388.672782 141.265097 \n",
       "L 389.745845 141.363458 \n",
       "L 390.854677 141.24099 \n",
       "L 393.036572 141.267125 \n",
       "L 394.145404 141.145739 \n",
       "L 399.546488 141.27198 \n",
       "L 400.619552 141.206611 \n",
       "L 402.801447 141.393414 \n",
       "L 407.201006 141.177413 \n",
       "L 408.274069 141.315697 \n",
       "L 410.491733 141.155145 \n",
       "L 411.493258 141.355905 \n",
       "L 413.675154 141.354904 \n",
       "L 414.783985 141.020965 \n",
       "L 415.857049 141.162895 \n",
       "L 420.256608 141.3263 \n",
       "L 421.329671 141.04731 \n",
       "L 428.91265 141.313276 \n",
       "L 430.021482 141.166729 \n",
       "L 431.130314 140.468436 \n",
       "L 432.203378 141.136015 \n",
       "L 433.312209 141.06828 \n",
       "L 434.385273 141.270554 \n",
       "L 435.494105 141.302051 \n",
       "L 436.602936 140.984727 \n",
       "L 437.640231 141.249016 \n",
       "L 438.749063 141.062295 \n",
       "L 439.822126 141.313844 \n",
       "L 440.930958 141.303005 \n",
       "L 443.112853 140.995743 \n",
       "L 445.294748 141.393414 \n",
       "L 446.40358 141.317746 \n",
       "L 447.476643 141.025476 \n",
       "L 448.585475 141.117575 \n",
       "L 449.694307 140.900925 \n",
       "L 450.695833 141.260512 \n",
       "L 456.168455 141.109853 \n",
       "L 457.277287 141.358549 \n",
       "L 458.35035 141.122863 \n",
       "L 459.459182 140.714907 \n",
       "L 460.532245 141.125318 \n",
       "L 461.641077 141.277918 \n",
       "L 462.749909 141.161562 \n",
       "L 464.860267 141.312871 \n",
       "L 465.93333 141.186433 \n",
       "L 467.042162 141.314325 \n",
       "L 468.115225 141.024495 \n",
       "L 469.224057 141.272596 \n",
       "L 471.405952 141.393414 \n",
       "L 473.587847 141.306413 \n",
       "L 474.696679 141.352294 \n",
       "L 475.805511 140.890302 \n",
       "L 476.807036 141.311011 \n",
       "L 478.988932 141.393414 \n",
       "L 480.097763 141.196353 \n",
       "L 481.170827 141.314554 \n",
       "L 482.279659 141.248523 \n",
       "L 483.388491 140.558676 \n",
       "L 484.461554 141.195102 \n",
       "L 485.570386 141.304263 \n",
       "L 488.861113 141.050658 \n",
       "L 489.898407 140.773061 \n",
       "L 491.007239 141.16044 \n",
       "L 493.189134 141.196468 \n",
       "L 495.371029 141.090554 \n",
       "L 496.479861 141.185723 \n",
       "L 497.552924 141.393414 \n",
       "L 498.661756 141.19233 \n",
       "L 499.734819 141.315799 \n",
       "L 500.843651 140.921211 \n",
       "L 501.952483 141.112882 \n",
       "L 502.954009 141.094449 \n",
       "L 504.062841 140.943668 \n",
       "L 505.135904 141.15338 \n",
       "L 506.244736 141.13183 \n",
       "L 507.317799 141.393414 \n",
       "L 509.535463 141.074406 \n",
       "L 510.608526 141.276822 \n",
       "L 511.717358 141.33292 \n",
       "L 512.790421 140.977864 \n",
       "L 513.899253 140.840134 \n",
       "L 515.008085 141.149736 \n",
       "L 516.009611 141.061497 \n",
       "L 517.118443 141.393414 \n",
       "L 518.191506 141.041752 \n",
       "L 519.300338 141.134622 \n",
       "L 520.373401 140.857161 \n",
       "L 522.591065 141.164856 \n",
       "L 523.664128 141.080844 \n",
       "L 525.846023 140.36499 \n",
       "L 526.954855 140.066627 \n",
       "L 528.063687 140.493409 \n",
       "L 529.065213 141.308617 \n",
       "L 530.174045 140.795734 \n",
       "L 531.247108 140.6577 \n",
       "L 532.35594 140.882289 \n",
       "L 534.537835 140.472493 \n",
       "L 535.646667 138.721224 \n",
       "L 536.71973 140.997596 \n",
       "L 537.828562 140.458996 \n",
       "L 538.901625 140.378981 \n",
       "L 540.010457 140.009636 \n",
       "L 541.119289 141.036775 \n",
       "L 542.156583 140.940564 \n",
       "L 543.265415 140.286252 \n",
       "L 544.338478 141.1557 \n",
       "L 546.520373 141.267517 \n",
       "L 548.738037 141.283172 \n",
       "L 551.992996 141.083122 \n",
       "L 553.101828 141.049353 \n",
       "L 554.210659 141.393414 \n",
       "L 557.39408 141.284355 \n",
       "L 558.502912 141.082277 \n",
       "L 559.575975 141.393414 \n",
       "L 560.684807 141.311363 \n",
       "L 561.793639 141.043902 \n",
       "L 562.866702 141.393414 \n",
       "L 568.267787 141.393414 \n",
       "L 569.376619 141.030939 \n",
       "L 570.449682 141.393414 \n",
       "L 571.558514 141.393414 \n",
       "L 572.631577 140.945203 \n",
       "L 573.740409 140.85474 \n",
       "L 574.849241 141.246298 \n",
       "L 575.922304 141.14555 \n",
       "L 577.031136 141.197449 \n",
       "L 578.104199 141.022128 \n",
       "L 579.213031 141.393414 \n",
       "L 580.321863 140.678405 \n",
       "L 581.323389 141.393414 \n",
       "L 582.432221 141.280014 \n",
       "L 585.687179 141.263467 \n",
       "L 586.796011 141.157965 \n",
       "L 587.904843 141.393414 \n",
       "L 588.977906 141.138889 \n",
       "L 590.086738 141.393414 \n",
       "L 591.159801 141.393414 \n",
       "L 591.159801 141.393414 \n",
       "\" clip-path=\"url(#p65e556554e)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 58.523438 354.958125 \n",
       "L 58.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 616.523438 354.958125 \n",
       "L 616.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 58.523438 354.958125 \n",
       "L 616.523438 354.958125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 58.523438 22.318125 \n",
       "L 616.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_20\">\n",
       "    <!-- Macroeconomic news and outlook: Business investment and sentiment and stock returns predicted -->\n",
       "    <g transform=\"translate(39.203438 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-77\" d=\"M 269 3500 \n",
       "L 844 3500 \n",
       "L 1563 769 \n",
       "L 2278 3500 \n",
       "L 2956 3500 \n",
       "L 3675 769 \n",
       "L 4391 3500 \n",
       "L 4966 3500 \n",
       "L 4050 0 \n",
       "L 3372 0 \n",
       "L 2619 2869 \n",
       "L 1863 0 \n",
       "L 1184 0 \n",
       "L 269 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-3a\" d=\"M 750 794 \n",
       "L 1409 794 \n",
       "L 1409 0 \n",
       "L 750 0 \n",
       "L 750 794 \n",
       "z\n",
       "M 750 3309 \n",
       "L 1409 3309 \n",
       "L 1409 2516 \n",
       "L 750 2516 \n",
       "L 750 3309 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-42\" d=\"M 1259 2228 \n",
       "L 1259 519 \n",
       "L 2272 519 \n",
       "Q 2781 519 3026 730 \n",
       "Q 3272 941 3272 1375 \n",
       "Q 3272 1813 3026 2020 \n",
       "Q 2781 2228 2272 2228 \n",
       "L 1259 2228 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2741 \n",
       "L 2194 2741 \n",
       "Q 2656 2741 2882 2914 \n",
       "Q 3109 3088 3109 3444 \n",
       "Q 3109 3797 2882 3972 \n",
       "Q 2656 4147 2194 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 2241 4666 \n",
       "Q 2963 4666 3353 4366 \n",
       "Q 3744 4066 3744 3513 \n",
       "Q 3744 3084 3544 2831 \n",
       "Q 3344 2578 2956 2516 \n",
       "Q 3422 2416 3680 2098 \n",
       "Q 3938 1781 3938 1306 \n",
       "Q 3938 681 3513 340 \n",
       "Q 3088 0 2303 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-76\" d=\"M 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 563 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2284 0 \n",
       "L 1503 0 \n",
       "L 191 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-70\" d=\"M 1159 525 \n",
       "L 1159 -1331 \n",
       "L 581 -1331 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2969 \n",
       "Q 1341 3281 1617 3432 \n",
       "Q 1894 3584 2278 3584 \n",
       "Q 2916 3584 3314 3078 \n",
       "Q 3713 2572 3713 1747 \n",
       "Q 3713 922 3314 415 \n",
       "Q 2916 -91 2278 -91 \n",
       "Q 1894 -91 1617 61 \n",
       "Q 1341 213 1159 525 \n",
       "z\n",
       "M 3116 1747 \n",
       "Q 3116 2381 2855 2742 \n",
       "Q 2594 3103 2138 3103 \n",
       "Q 1681 3103 1420 2742 \n",
       "Q 1159 2381 1159 1747 \n",
       "Q 1159 1113 1420 752 \n",
       "Q 1681 391 2138 391 \n",
       "Q 2594 391 2855 752 \n",
       "Q 3116 1113 3116 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"147.558594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"202.539062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"241.402344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"302.583984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"364.107422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"419.087891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"480.269531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"543.648438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"604.830078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"702.242188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"730.025391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"785.005859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"816.792969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"880.171875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-77\" x=\"941.695312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"1023.482422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1075.582031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1107.369141\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1168.648438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"1232.027344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1295.503906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1327.291016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"1388.472656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1451.851562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"1491.060547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1518.84375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1580.025391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"1641.207031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-3a\" x=\"1699.117188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1732.808594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-42\" x=\"1764.595703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"1833.199219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"1896.578125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1948.677734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1976.460938\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2039.839844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"2101.363281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"2153.462891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2205.5625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"2237.349609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"2265.132812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-76\" x=\"2328.511719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2387.691406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"2449.214844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2501.314453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"2540.523438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2637.935547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"2699.458984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2762.837891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2802.046875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"2833.833984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"2895.113281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"2958.492188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"3021.96875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"3053.755859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"3105.855469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"3167.378906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"3230.757812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"3269.966797\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"3297.75\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"3395.162109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"3456.685547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"3520.064453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"3559.273438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"3591.060547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"3652.339844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"3715.71875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"3779.195312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"3810.982422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"3863.082031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"3902.291016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"3963.472656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"4018.453125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"4076.363281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"4108.150391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"4147.013672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"4208.537109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"4247.746094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"4311.125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"4350.488281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"4413.867188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"4465.966797\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-70\" x=\"4497.753906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"4561.230469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"4600.09375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"4661.617188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"4725.09375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"4752.876953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"4807.857422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"4847.066406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"4908.589844\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 458.157812 349.958125 \n",
       "L 609.523438 349.958125 \n",
       "Q 611.523438 349.958125 611.523438 347.958125 \n",
       "L 611.523438 319.601875 \n",
       "Q 611.523438 317.601875 609.523438 317.601875 \n",
       "L 458.157812 317.601875 \n",
       "Q 456.157812 317.601875 456.157812 319.601875 \n",
       "L 456.157812 347.958125 \n",
       "Q 456.157812 349.958125 458.157812 349.958125 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_20\">\n",
       "     <path d=\"M 460.157812 325.700312 \n",
       "L 470.157812 325.700312 \n",
       "L 480.157812 325.700312 \n",
       "\" style=\"fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_21\">\n",
       "     <!-- Actual Stock Returns -->\n",
       "     <g transform=\"translate(488.157812 329.200312) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"66.658203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"121.638672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"160.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"224.226562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"285.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"313.289062\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"345.076172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"408.552734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"447.761719\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"508.943359\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"563.923828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"621.833984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"653.621094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"718.603516\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"780.126953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"819.335938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"882.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"922.078125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"985.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_21\">\n",
       "     <path d=\"M 460.157812 340.378437 \n",
       "L 470.157812 340.378437 \n",
       "L 480.157812 340.378437 \n",
       "\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 1.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_22\">\n",
       "     <!-- Predicted Stock Returns -->\n",
       "     <g transform=\"translate(488.157812 343.878437) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-50\" d=\"M 1259 4147 \n",
       "L 1259 2394 \n",
       "L 2053 2394 \n",
       "Q 2494 2394 2734 2622 \n",
       "Q 2975 2850 2975 3272 \n",
       "Q 2975 3691 2734 3919 \n",
       "Q 2494 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2838 4666 3239 4311 \n",
       "Q 3641 3956 3641 3272 \n",
       "Q 3641 2581 3239 2228 \n",
       "Q 2838 1875 2053 1875 \n",
       "L 1259 1875 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-50\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"58.552734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"97.416016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"158.939453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"222.416016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"250.199219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"305.179688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"344.388672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"405.912109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"469.388672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"501.175781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"564.652344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"603.861328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"665.042969\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"720.023438\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"777.933594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"809.720703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"874.703125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"936.226562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"975.435547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"1038.814453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"1078.177734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"1141.556641\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p65e556554e\">\n",
       "   <rect x=\"58.523438\" y=\"22.318125\" width=\"558\" height=\"332.64\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 3000x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_data = pd.read_csv(r'D:\\桌面\\US stock market return_sorted.csv', parse_dates=['month'], index_col='month')\n",
    "predictor_data3 = pd.read_csv(r\"C:\\Users\\w'k'd'n\\Downloads\\股市波动性追踪器：宏观经济新闻与前景：商业投资与情绪.csv\", parse_dates=['observation_date'], index_col='observation_date')\n",
    "merged_data = pd.merge(stock_data, predictor_data3, left_index=True, right_index=True)\n",
    "merged_data['x_lag'] = merged_data['EMVMACROBUS'].shift(1)  \n",
    "merged_data = merged_data.dropna()\n",
    "#设置回归模型的自变量（X）和因变量（Y）\n",
    "X = merged_data['x_lag']  # 自变量（滞后1期的预测变量）\n",
    "Y = merged_data['r']  # 因变量（股市收益率）\n",
    "X = sm.add_constant(X)\n",
    "#拟合线性回归模型\n",
    "model = sm.OLS(Y, X)  # 使用普通最小二乘法（OLS）\n",
    "results = model.fit()\n",
    "#输出模型结果\n",
    "print(results.summary())\n",
    "# 预测未来的股市收益率\n",
    "merged_data['predicted_return'] = results.predict(X)\n",
    "#可视化实际股市收益率和预测收益率的对比\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(merged_data.index, merged_data['r'], label='Actual Stock Returns', color='blue')\n",
    "plt.plot(merged_data.index, merged_data['predicted_return'], label='Predicted Stock Returns', color='red', linestyle='--')\n",
    "plt.title('Macroeconomic news and outlook: Business investment and sentiment and stock returns predicted')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Stock Return')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4.1.3. 总结**\n",
    "\n",
    "### **模型改进建议**\n",
    "- **增加解释变量**：考虑加入其他宏观经济指标（如美国GDP增长率、利率、新兴市场汇率等），以提高模型的解释力。\n",
    "- **时间滞后分析**：检验其他滞后期的通货膨胀对美国股票收益的影响，可能存在非即时反应。\n",
    "- **非线性模型**：尝试引入非线性模型或交互项，可能揭示更复杂的关系。\n",
    "- **数据检查**：检查新兴市场通货膨胀和美国股票收益数据的质量，是否存在测量误差或数据异常值。\n",
    "\n",
    "---\n",
    "\n",
    "### **结论**\n",
    "当前模型结果表明，新兴市场通货膨胀对美国股票收益的影响微乎其微且统计上不显著。同时，模型的拟合效果非常差，说明需要进一步探索更相关的变量和更合适的模型，以解释美国股票收益的变化。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4.2. 依据上方数据结果多变量做预测回归**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4.2.1.使用双变量**\n",
    "新兴市场通货膨胀&股市波动性追踪器：宏观经济新闻与前景：商业投资与情绪"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                      r   R-squared:                       0.002\n",
      "Model:                            OLS   Adj. R-squared:                 -0.003\n",
      "Method:                 Least Squares   F-statistic:                    0.3557\n",
      "Date:                Tue, 31 Dec 2024   Prob (F-statistic):              0.701\n",
      "Time:                        20:22:01   Log-Likelihood:                 783.58\n",
      "No. Observations:                 467   AIC:                            -1561.\n",
      "Df Residuals:                     464   BIC:                            -1549.\n",
      "Df Model:                           2                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "=================================================================================\n",
      "                    coef    std err          t      P>|t|      [0.025      0.975]\n",
      "---------------------------------------------------------------------------------\n",
      "const             0.0129      0.005      2.428      0.016       0.002       0.023\n",
      "inflation_lag    -0.0007      0.001     -0.832      0.406      -0.002       0.001\n",
      "another_lag       0.0021      0.006      0.359      0.720      -0.010       0.014\n",
      "==============================================================================\n",
      "Omnibus:                       67.679   Durbin-Watson:                   1.942\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              148.073\n",
      "Skew:                          -0.778   Prob(JB):                     7.02e-33\n",
      "Kurtosis:                       5.277   Cond. No.                         18.6\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x1800 with 0 Axes>"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x247aa20f080>]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x247aa2c47d0>]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Macroeconomic inflation data in emerging markets & Sentiment')"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Date')"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Stock Return')"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x247a8604b90>"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"625.285004pt\" height=\"392.514375pt\" viewBox=\"0 0 625.285004 392.514375\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-12-31T20:22:02.510268</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M -0 392.514375 \n",
       "L 625.285004 392.514375 \n",
       "L 625.285004 0 \n",
       "L -0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 58.523438 354.958125 \n",
       "L 616.523438 354.958125 \n",
       "L 616.523438 22.318125 \n",
       "L 58.523438 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m28a75d9b79\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m28a75d9b79\" x=\"82.778242\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1985 -->\n",
       "      <g transform=\"translate(70.053242 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m28a75d9b79\" x=\"148.09202\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1990 -->\n",
       "      <g transform=\"translate(135.36702 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m28a75d9b79\" x=\"213.405798\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1995 -->\n",
       "      <g transform=\"translate(200.680798 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m28a75d9b79\" x=\"278.719576\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(265.994576 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m28a75d9b79\" x=\"344.069123\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2005 -->\n",
       "      <g transform=\"translate(331.344123 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m28a75d9b79\" x=\"409.382901\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(396.657901 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m28a75d9b79\" x=\"474.696679\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2015 -->\n",
       "      <g transform=\"translate(461.971679 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m28a75d9b79\" x=\"540.010457\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(527.285457 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m28a75d9b79\" x=\"605.360004\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2025 -->\n",
       "      <g transform=\"translate(592.635004 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_10\">\n",
       "     <!-- Date -->\n",
       "     <g transform=\"translate(325.572656 383.234687) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
       "L 1259 519 \n",
       "L 2022 519 \n",
       "Q 2988 519 3436 956 \n",
       "Q 3884 1394 3884 2338 \n",
       "Q 3884 3275 3436 3711 \n",
       "Q 2988 4147 2022 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 1925 4666 \n",
       "Q 3281 4666 3915 4102 \n",
       "Q 4550 3538 4550 2338 \n",
       "Q 4550 1131 3912 565 \n",
       "Q 3275 0 1925 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-44\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"77.001953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"138.28125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.490234\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <defs>\n",
       "       <path id=\"m54ddb5fc15\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m54ddb5fc15\" x=\"58.523438\" y=\"318.389151\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- −0.20 -->\n",
       "      <g transform=\"translate(20.878125 322.18837) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m54ddb5fc15\" x=\"58.523438\" y=\"276.101832\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- −0.15 -->\n",
       "      <g transform=\"translate(20.878125 279.901051) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m54ddb5fc15\" x=\"58.523438\" y=\"233.814513\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- −0.10 -->\n",
       "      <g transform=\"translate(20.878125 237.613732) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m54ddb5fc15\" x=\"58.523438\" y=\"191.527195\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- −0.05 -->\n",
       "      <g transform=\"translate(20.878125 195.326413) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"242.822266\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m54ddb5fc15\" x=\"58.523438\" y=\"149.239876\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 0.00 -->\n",
       "      <g transform=\"translate(29.257812 153.039095) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m54ddb5fc15\" x=\"58.523438\" y=\"106.952557\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 0.05 -->\n",
       "      <g transform=\"translate(29.257812 110.751776) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m54ddb5fc15\" x=\"58.523438\" y=\"64.665238\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 0.10 -->\n",
       "      <g transform=\"translate(29.257812 68.464457) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m54ddb5fc15\" x=\"58.523438\" y=\"22.377919\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 0.15 -->\n",
       "      <g transform=\"translate(29.257812 26.177138) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_19\">\n",
       "     <!-- Stock Return -->\n",
       "     <g transform=\"translate(14.798437 220.656875) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-53\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"63.476562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"102.685547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"163.867188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"218.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"276.757812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"308.544922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"373.527344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"435.050781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"474.259766\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"537.638672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"577.001953\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_18\">\n",
       "    <path d=\"M 83.887074 134.948454 \n",
       "L 84.888599 150.717395 \n",
       "L 85.997431 151.089523 \n",
       "L 87.070495 102.069217 \n",
       "L 88.179327 134.785224 \n",
       "L 89.25239 149.452158 \n",
       "L 90.361222 153.294384 \n",
       "L 91.470054 182.922571 \n",
       "L 92.543117 111.654061 \n",
       "L 93.651949 90.690546 \n",
       "L 94.725012 112.821191 \n",
       "L 95.833844 140.926189 \n",
       "L 96.942676 87.922418 \n",
       "L 97.944201 103.665141 \n",
       "L 99.053033 155.923809 \n",
       "L 100.126096 106.23621 \n",
       "L 101.234928 137.193064 \n",
       "L 102.307992 199.730934 \n",
       "L 103.416823 93.265843 \n",
       "L 104.525655 216.070754 \n",
       "L 105.598719 107.540351 \n",
       "L 106.707551 136.475026 \n",
       "L 107.780614 171.556585 \n",
       "L 108.889446 40.562312 \n",
       "L 109.998278 108.710018 \n",
       "L 110.999803 129.226134 \n",
       "L 112.108635 163.614181 \n",
       "L 113.181698 144.907117 \n",
       "L 114.29053 112.318818 \n",
       "L 115.363593 111.818136 \n",
       "L 116.472425 117.822935 \n",
       "L 117.581257 166.808565 \n",
       "L 118.65432 339.838125 \n",
       "L 120.836216 89.763608 \n",
       "L 121.945047 111.287007 \n",
       "L 123.053879 105.5224 \n",
       "L 124.091174 163.277574 \n",
       "L 125.200006 139.942586 \n",
       "L 126.273069 148.861827 \n",
       "L 127.381901 105.720304 \n",
       "L 128.454964 155.390143 \n",
       "L 129.563796 172.925849 \n",
       "L 130.672628 117.774728 \n",
       "L 131.745691 134.316681 \n",
       "L 132.854523 163.11942 \n",
       "L 133.927586 131.419154 \n",
       "L 135.036418 93.335195 \n",
       "L 136.14525 163.145638 \n",
       "L 137.146776 131.08593 \n",
       "L 138.255608 108.46898 \n",
       "L 139.328671 115.971596 \n",
       "L 140.437503 153.34682 \n",
       "L 141.510566 84.009149 \n",
       "L 142.619398 130.526891 \n",
       "L 143.72823 150.48566 \n",
       "L 144.801293 174.007558 \n",
       "L 145.910125 134.172058 \n",
       "L 146.983188 133.767792 \n",
       "L 148.09202 208.538537 \n",
       "L 149.200852 136.638255 \n",
       "L 150.202378 128.816792 \n",
       "L 151.311209 173.160121 \n",
       "L 152.384273 74.023422 \n",
       "L 153.493105 152.78609 \n",
       "L 154.566168 157.183126 \n",
       "L 155.675 226.966505 \n",
       "L 156.783832 194.778244 \n",
       "L 157.856895 159.81086 \n",
       "L 158.965727 93.638817 \n",
       "L 160.03879 124.281054 \n",
       "L 161.147622 107.728106 \n",
       "L 162.256454 85.091705 \n",
       "L 163.257979 124.779199 \n",
       "L 164.366811 146.43961 \n",
       "L 165.439874 114.786706 \n",
       "L 166.548706 186.473014 \n",
       "L 167.62177 109.676706 \n",
       "L 168.730602 126.567953 \n",
       "L 169.839433 158.525325 \n",
       "L 170.912497 134.14584 \n",
       "L 172.021329 180.778604 \n",
       "L 173.094392 58.929386 \n",
       "L 174.203224 150.224325 \n",
       "L 175.312056 137.944933 \n",
       "L 176.34935 169.283219 \n",
       "L 177.458182 137.895034 \n",
       "L 178.531245 143.821179 \n",
       "L 179.640077 165.52726 \n",
       "L 180.71314 115.494595 \n",
       "L 181.821972 166.84747 \n",
       "L 182.930804 138.70103 \n",
       "L 184.003867 139.951043 \n",
       "L 185.112699 115.256941 \n",
       "L 186.185762 134.236335 \n",
       "L 187.294594 138.569939 \n",
       "L 188.403426 144.651702 \n",
       "L 189.404952 128.020945 \n",
       "L 190.513784 170.714222 \n",
       "L 191.586847 124.229464 \n",
       "L 192.695679 144.64409 \n",
       "L 193.768742 149.921547 \n",
       "L 194.877574 115.836277 \n",
       "L 195.986406 148.707901 \n",
       "L 197.059469 133.973308 \n",
       "L 198.168301 164.125012 \n",
       "L 199.241364 132.702151 \n",
       "L 200.350196 122.633541 \n",
       "L 201.459028 169.712858 \n",
       "L 202.460554 187.970831 \n",
       "L 203.569386 141.209514 \n",
       "L 204.642449 141.32961 \n",
       "L 205.751281 172.819285 \n",
       "L 206.824344 123.311829 \n",
       "L 207.933176 113.186553 \n",
       "L 209.042008 164.749173 \n",
       "L 210.115071 136.958793 \n",
       "L 211.223903 180.706715 \n",
       "L 212.296966 138.600386 \n",
       "L 213.405798 132.0264 \n",
       "L 214.51463 115.708569 \n",
       "L 215.516156 126.350596 \n",
       "L 216.624987 128.055621 \n",
       "L 217.698051 120.561462 \n",
       "L 218.806883 122.901642 \n",
       "L 219.879946 114.732578 \n",
       "L 220.988778 141.374434 \n",
       "L 222.09761 118.493612 \n",
       "L 223.170673 158.829794 \n",
       "L 224.279505 113.066458 \n",
       "L 225.352568 136.391297 \n",
       "L 226.4614 125.456642 \n",
       "L 227.570232 135.409385 \n",
       "L 228.607526 140.0094 \n",
       "L 229.716358 127.622598 \n",
       "L 230.789421 126.565415 \n",
       "L 231.898253 156.250268 \n",
       "L 232.971316 194.784164 \n",
       "L 234.080148 121.79456 \n",
       "L 235.18898 104.428004 \n",
       "L 236.262043 137.675986 \n",
       "L 237.370875 93.763988 \n",
       "L 238.443939 158.865315 \n",
       "L 239.55277 104.01528 \n",
       "L 241.663128 187.204585 \n",
       "L 242.77196 113.383612 \n",
       "L 243.845023 88.650605 \n",
       "L 244.953855 111.95853 \n",
       "L 246.026918 84.529283 \n",
       "L 247.13575 179.959921 \n",
       "L 248.244582 99.803463 \n",
       "L 249.317645 178.361461 \n",
       "L 250.426477 123.56809 \n",
       "L 252.608372 145.424714 \n",
       "L 253.717204 87.228906 \n",
       "L 254.71873 105.875922 \n",
       "L 256.900625 171.014462 \n",
       "L 258.009457 122.312157 \n",
       "L 259.08252 169.010889 \n",
       "L 260.191352 282.749399 \n",
       "L 261.300184 95.269416 \n",
       "L 262.373247 86.311271 \n",
       "L 263.482079 96.802755 \n",
       "L 264.555142 95.908801 \n",
       "L 265.663974 116.723465 \n",
       "L 266.772806 181.448435 \n",
       "L 267.774332 117.164944 \n",
       "L 268.883164 107.720495 \n",
       "L 269.956227 166.753592 \n",
       "L 271.065059 106.256508 \n",
       "L 272.138122 175.316774 \n",
       "L 273.246954 157.627988 \n",
       "L 274.355786 168.4121 \n",
       "L 275.428849 96.713106 \n",
       "L 276.537681 118.097803 \n",
       "L 277.610744 78.412845 \n",
       "L 278.719576 182.750039 \n",
       "L 279.828408 122.378971 \n",
       "L 280.865702 103.99329 \n",
       "L 281.974534 199.577854 \n",
       "L 283.047597 182.108117 \n",
       "L 284.156429 105.619661 \n",
       "L 285.229493 164.191826 \n",
       "L 286.338324 85.822429 \n",
       "L 287.447156 192.503186 \n",
       "L 288.52022 169.943747 \n",
       "L 289.629052 235.814704 \n",
       "L 290.702115 131.944362 \n",
       "L 291.810947 115.771154 \n",
       "L 292.919779 233.03981 \n",
       "L 293.921304 208.787187 \n",
       "L 295.030136 78.337574 \n",
       "L 296.103199 140.408592 \n",
       "L 297.212031 164.092028 \n",
       "L 298.285094 164.703503 \n",
       "L 299.393926 199.121997 \n",
       "L 300.502758 226.623132 \n",
       "L 301.575821 125.688376 \n",
       "L 302.684653 82.604365 \n",
       "L 303.757717 134.13992 \n",
       "L 304.866548 162.743062 \n",
       "L 305.97538 167.592572 \n",
       "L 306.976906 111.436704 \n",
       "L 308.085738 191.188896 \n",
       "L 309.158801 158.12867 \n",
       "L 310.267633 208.66117 \n",
       "L 311.340696 217.851051 \n",
       "L 312.449528 142.517038 \n",
       "L 313.55836 233.749391 \n",
       "L 314.631423 85.859642 \n",
       "L 315.740255 97.410846 \n",
       "L 316.813318 194.346913 \n",
       "L 317.92215 169.002431 \n",
       "L 319.030982 162.278748 \n",
       "L 320.032508 140.510927 \n",
       "L 321.14134 79.23914 \n",
       "L 322.214403 95.559508 \n",
       "L 323.323235 135.415306 \n",
       "L 324.396298 129.692986 \n",
       "L 325.50513 128.125817 \n",
       "L 326.613962 156.953083 \n",
       "L 327.687025 98.189779 \n",
       "L 328.795857 135.20556 \n",
       "L 329.86892 110.778714 \n",
       "L 330.977752 129.752188 \n",
       "L 332.086584 136.179014 \n",
       "L 333.123879 158.257224 \n",
       "L 334.23271 169.725545 \n",
       "L 335.305774 137.341916 \n",
       "L 336.414606 130.962451 \n",
       "L 337.487669 181.122823 \n",
       "L 338.596501 146.953823 \n",
       "L 339.705333 131.854713 \n",
       "L 340.778396 134.180516 \n",
       "L 341.887228 108.46306 \n",
       "L 342.960291 119.494976 \n",
       "L 344.069123 171.691059 \n",
       "L 345.177955 130.087103 \n",
       "L 346.17948 163.570202 \n",
       "L 347.288312 170.557759 \n",
       "L 348.361375 117.140418 \n",
       "L 349.470207 139.489266 \n",
       "L 350.543271 112.57085 \n",
       "L 351.652103 154.278833 \n",
       "L 352.760934 140.274964 \n",
       "L 353.833998 166.88722 \n",
       "L 354.94283 115.134307 \n",
       "L 356.015893 146.315285 \n",
       "L 357.124725 115.349127 \n",
       "L 358.233557 150.626054 \n",
       "L 359.235082 133.115721 \n",
       "L 360.343914 138.246019 \n",
       "L 361.416977 175.480003 \n",
       "L 362.525809 149.556185 \n",
       "L 363.598872 150.851868 \n",
       "L 364.707704 128.048855 \n",
       "L 365.816536 132.795183 \n",
       "L 366.889599 117.841542 \n",
       "L 369.071495 140.063528 \n",
       "L 370.180327 132.844237 \n",
       "L 371.289158 161.099777 \n",
       "L 373.399516 115.525042 \n",
       "L 374.472579 116.309049 \n",
       "L 375.581411 161.686725 \n",
       "L 376.654474 176.100781 \n",
       "L 377.763306 139.439367 \n",
       "L 378.872138 114.669993 \n",
       "L 379.945201 127.315592 \n",
       "L 381.054033 191.032433 \n",
       "L 382.127096 152.866436 \n",
       "L 383.235928 201.977237 \n",
       "L 384.34476 167.847988 \n",
       "L 385.382055 158.036484 \n",
       "L 386.490887 105.919901 \n",
       "L 387.56395 128.948729 \n",
       "L 388.672782 215.720615 \n",
       "L 389.745845 160.475616 \n",
       "L 390.854677 139.805575 \n",
       "L 391.963509 232.391968 \n",
       "L 393.036572 305.591317 \n",
       "L 394.145404 221.470845 \n",
       "L 395.218467 130.947227 \n",
       "L 396.327299 214.897704 \n",
       "L 397.436131 234.724537 \n",
       "L 398.437657 74.992647 \n",
       "L 399.546488 55.652119 \n",
       "L 400.619552 92.290698 \n",
       "L 401.728384 151.507322 \n",
       "L 402.801447 79.42605 \n",
       "L 403.910279 122.177683 \n",
       "L 405.019111 110.931794 \n",
       "L 406.092174 173.336882 \n",
       "L 407.201006 100.723635 \n",
       "L 408.274069 124.527167 \n",
       "L 409.382901 180.699104 \n",
       "L 410.491733 119.364731 \n",
       "L 411.493258 94.695155 \n",
       "L 412.60209 132.097442 \n",
       "L 413.675154 216.924113 \n",
       "L 414.783985 193.260975 \n",
       "L 415.857049 89.008356 \n",
       "L 416.965881 186.375753 \n",
       "L 418.074712 70.902618 \n",
       "L 419.147776 116.238852 \n",
       "L 420.256608 144.486781 \n",
       "L 421.329671 91.804394 \n",
       "L 422.438503 132.126198 \n",
       "L 423.547335 116.555161 \n",
       "L 424.54886 146.813429 \n",
       "L 425.657692 125.43127 \n",
       "L 426.730755 161.656278 \n",
       "L 427.839587 164.916631 \n",
       "L 428.91265 169.195262 \n",
       "L 430.021482 198.827677 \n",
       "L 431.130314 220.636939 \n",
       "L 432.203378 51.5401 \n",
       "L 433.312209 154.465743 \n",
       "L 434.385273 145.132931 \n",
       "L 435.494105 103.594944 \n",
       "L 436.602936 113.6644 \n",
       "L 437.640231 127.837418 \n",
       "L 438.749063 155.037467 \n",
       "L 439.822126 204.973716 \n",
       "L 440.930958 116.698938 \n",
       "L 442.004021 140.465257 \n",
       "L 443.112853 126.705809 \n",
       "L 444.221685 126.754863 \n",
       "L 445.294748 161.35773 \n",
       "L 446.40358 143.948886 \n",
       "L 447.476643 138.790679 \n",
       "L 448.585475 101.999866 \n",
       "L 449.694307 141.521594 \n",
       "L 450.695833 118.512218 \n",
       "L 451.804665 136.31518 \n",
       "L 452.877728 131.47751 \n",
       "L 453.98656 161.33574 \n",
       "L 455.059623 103.965381 \n",
       "L 456.168455 171.297787 \n",
       "L 457.277287 117.375535 \n",
       "L 458.35035 115.020977 \n",
       "L 459.459182 127.298678 \n",
       "L 460.532245 126.464772 \n",
       "L 461.641077 174.690076 \n",
       "L 462.749909 109.93635 \n",
       "L 463.751435 145.370586 \n",
       "L 464.860267 148.049911 \n",
       "L 465.93333 131.869091 \n",
       "L 467.042162 125.312019 \n",
       "L 468.115225 166.750209 \n",
       "L 469.224057 114.550742 \n",
       "L 470.332889 170.194088 \n",
       "L 471.405952 131.114685 \n",
       "L 472.514784 130.844892 \n",
       "L 474.696679 173.304743 \n",
       "L 475.805511 100.931688 \n",
       "L 476.807036 158.123596 \n",
       "L 477.915868 141.973223 \n",
       "L 478.988932 140.160788 \n",
       "L 480.097763 165.448605 \n",
       "L 481.170827 138.433774 \n",
       "L 482.279659 200.350867 \n",
       "L 483.388491 178.22445 \n",
       "L 484.461554 85.790291 \n",
       "L 485.570386 146.979196 \n",
       "L 486.643449 168.08818 \n",
       "L 487.752281 198.441171 \n",
       "L 488.861113 148.66646 \n",
       "L 489.898407 88.986367 \n",
       "L 491.007239 139.416532 \n",
       "L 492.080302 136.505473 \n",
       "L 493.189134 147.323414 \n",
       "L 494.262197 115.985974 \n",
       "L 495.371029 146.563934 \n",
       "L 496.479861 146.772834 \n",
       "L 497.552924 167.576503 \n",
       "L 498.661756 113.185708 \n",
       "L 499.734819 133.19945 \n",
       "L 500.843651 130.349285 \n",
       "L 501.952483 121.12642 \n",
       "L 502.954009 147.623654 \n",
       "L 504.062841 141.055588 \n",
       "L 505.135904 141.366823 \n",
       "L 506.244736 140.930418 \n",
       "L 507.317799 132.006948 \n",
       "L 508.426631 147.981405 \n",
       "L 509.535463 128.779579 \n",
       "L 510.608526 132.708917 \n",
       "L 511.717358 125.666387 \n",
       "L 512.790421 139.020722 \n",
       "L 513.899253 105.812491 \n",
       "L 515.008085 182.633326 \n",
       "L 518.191506 126.222888 \n",
       "L 519.300338 144.130722 \n",
       "L 520.373401 122.105795 \n",
       "L 521.482233 122.573493 \n",
       "L 522.591065 148.816157 \n",
       "L 523.664128 212.465338 \n",
       "L 524.77296 133.497998 \n",
       "L 525.846023 226.760143 \n",
       "L 526.954855 73.679203 \n",
       "L 528.063687 120.991101 \n",
       "L 529.065213 138.096322 \n",
       "L 530.174045 116.467204 \n",
       "L 531.247108 202.115939 \n",
       "L 532.35594 91.794245 \n",
       "L 533.429003 138.791525 \n",
       "L 534.537835 166.872842 \n",
       "L 535.646667 135.651269 \n",
       "L 536.71973 132.970253 \n",
       "L 537.828562 118.683059 \n",
       "L 538.901625 125.199535 \n",
       "L 540.010457 150.141441 \n",
       "L 541.119289 215.939664 \n",
       "L 542.156583 269.813708 \n",
       "L 543.265415 37.438125 \n",
       "L 544.338478 103.128938 \n",
       "L 545.44731 127.573545 \n",
       "L 546.520373 101.968574 \n",
       "L 547.629205 89.661272 \n",
       "L 548.738037 179.306159 \n",
       "L 549.8111 166.769661 \n",
       "L 550.919932 42.674141 \n",
       "L 551.992996 111.017214 \n",
       "L 553.101828 149.817521 \n",
       "L 554.210659 124.154193 \n",
       "L 555.212185 123.091935 \n",
       "L 556.321017 107.708654 \n",
       "L 557.39408 143.679939 \n",
       "L 558.502912 128.531776 \n",
       "L 559.575975 138.828738 \n",
       "L 560.684807 125.739121 \n",
       "L 561.793639 185.328719 \n",
       "L 562.866702 93.469668 \n",
       "L 563.975534 164.721263 \n",
       "L 565.048597 121.249054 \n",
       "L 566.157429 200.869309 \n",
       "L 567.266261 168.097483 \n",
       "L 568.267787 122.610705 \n",
       "L 569.376619 226.179961 \n",
       "L 570.449682 151.603737 \n",
       "L 571.558514 221.066578 \n",
       "L 572.631577 70.982964 \n",
       "L 573.740409 180.010666 \n",
       "L 574.849241 227.117048 \n",
       "L 575.922304 82.705854 \n",
       "L 577.031136 105.742294 \n",
       "L 578.104199 198.901257 \n",
       "L 579.213031 87.694912 \n",
       "L 580.321863 169.665497 \n",
       "L 581.323389 128.522473 \n",
       "L 582.432221 141.595174 \n",
       "L 583.505284 147.525548 \n",
       "L 584.614116 92.081798 \n",
       "L 585.687179 118.920714 \n",
       "L 586.796011 166.408527 \n",
       "L 587.904843 189.838239 \n",
       "L 588.977906 173.956814 \n",
       "L 590.086738 70.282686 \n",
       "L 591.159801 103.765785 \n",
       "L 591.159801 103.765785 \n",
       "\" clip-path=\"url(#p835c8a0b14)\" style=\"fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_19\">\n",
       "    <path d=\"M 83.887074 140.791508 \n",
       "L 84.888599 140.100316 \n",
       "L 85.997431 140.150722 \n",
       "L 87.070495 139.544279 \n",
       "L 88.179327 139.655863 \n",
       "L 89.25239 139.527296 \n",
       "L 90.361222 140.126903 \n",
       "L 91.470054 140.175996 \n",
       "L 92.543117 139.800287 \n",
       "L 93.651949 139.859421 \n",
       "L 94.725012 140.391165 \n",
       "L 95.833844 140.483789 \n",
       "L 96.942676 139.900892 \n",
       "L 97.944201 140.54835 \n",
       "L 99.053033 141.077408 \n",
       "L 100.126096 139.525618 \n",
       "L 101.234928 139.557521 \n",
       "L 102.307992 140.413944 \n",
       "L 103.416823 140.251452 \n",
       "L 104.525655 139.951983 \n",
       "L 105.598719 142.476335 \n",
       "L 106.707551 140.289515 \n",
       "L 107.780614 140.360463 \n",
       "L 108.889446 139.362957 \n",
       "L 109.998278 140.23363 \n",
       "L 110.999803 140.203606 \n",
       "L 112.108635 140.296311 \n",
       "L 113.181698 141.734641 \n",
       "L 114.29053 141.038274 \n",
       "L 115.363593 140.998731 \n",
       "L 117.581257 140.156517 \n",
       "L 118.65432 140.28182 \n",
       "L 119.763152 147.222778 \n",
       "L 120.836216 148.159709 \n",
       "L 121.945047 144.739852 \n",
       "L 123.053879 142.141806 \n",
       "L 124.091174 141.378751 \n",
       "L 125.200006 140.924954 \n",
       "L 126.273069 142.089002 \n",
       "L 127.381901 142.741505 \n",
       "L 128.454964 141.809773 \n",
       "L 130.672628 141.641079 \n",
       "L 131.745691 140.731369 \n",
       "L 132.854523 141.0401 \n",
       "L 133.927586 141.559599 \n",
       "L 135.036418 140.681243 \n",
       "L 136.14525 141.456943 \n",
       "L 137.146776 141.374593 \n",
       "L 138.255608 140.329637 \n",
       "L 140.437503 141.306075 \n",
       "L 141.510566 141.233087 \n",
       "L 142.619398 141.55318 \n",
       "L 143.72823 140.847936 \n",
       "L 144.801293 139.807619 \n",
       "L 145.910125 141.99996 \n",
       "L 146.983188 140.996851 \n",
       "L 148.09202 140.888115 \n",
       "L 150.202378 143.05193 \n",
       "L 152.384273 140.370671 \n",
       "L 154.566168 140.842841 \n",
       "L 155.675 141.644194 \n",
       "L 156.783832 143.089133 \n",
       "L 157.856895 142.158403 \n",
       "L 158.965727 141.607817 \n",
       "L 160.03879 140.608629 \n",
       "L 161.147622 140.411831 \n",
       "L 162.256454 142.161463 \n",
       "L 163.257979 140.254023 \n",
       "L 164.366811 140.182255 \n",
       "L 165.439874 140.870913 \n",
       "L 166.548706 140.052705 \n",
       "L 167.62177 140.774118 \n",
       "L 168.730602 140.880392 \n",
       "L 172.021329 140.280148 \n",
       "L 173.094392 140.802595 \n",
       "L 174.203224 140.446017 \n",
       "L 175.312056 141.607654 \n",
       "L 176.34935 141.062907 \n",
       "L 177.458182 140.156311 \n",
       "L 180.71314 140.466162 \n",
       "L 181.821972 141.578815 \n",
       "L 182.930804 140.396232 \n",
       "L 184.003867 141.084828 \n",
       "L 185.112699 141.158254 \n",
       "L 186.185762 139.925694 \n",
       "L 187.294594 139.517887 \n",
       "L 188.403426 141.057389 \n",
       "L 189.404952 140.921447 \n",
       "L 190.513784 141.461853 \n",
       "L 191.586847 141.301763 \n",
       "L 192.695679 141.31564 \n",
       "L 193.768742 140.968991 \n",
       "L 194.877574 141.865494 \n",
       "L 195.986406 141.673653 \n",
       "L 198.168301 141.03846 \n",
       "L 199.241364 141.384958 \n",
       "L 200.350196 140.628242 \n",
       "L 201.459028 141.880345 \n",
       "L 202.460554 141.934709 \n",
       "L 203.569386 143.023021 \n",
       "L 204.642449 145.230149 \n",
       "L 205.751281 142.764022 \n",
       "L 206.824344 141.324648 \n",
       "L 207.933176 142.213362 \n",
       "L 209.042008 141.465458 \n",
       "L 210.115071 142.676258 \n",
       "L 211.223903 142.768858 \n",
       "L 212.296966 142.104294 \n",
       "L 213.405798 143.027338 \n",
       "L 214.51463 143.407175 \n",
       "L 215.516156 142.758045 \n",
       "L 217.698051 141.545884 \n",
       "L 218.806883 141.173191 \n",
       "L 219.879946 140.209519 \n",
       "L 220.988778 141.464333 \n",
       "L 222.09761 140.609045 \n",
       "L 223.170673 140.665257 \n",
       "L 224.279505 140.985208 \n",
       "L 225.352568 140.853322 \n",
       "L 227.570232 142.437226 \n",
       "L 228.607526 142.056029 \n",
       "L 229.716358 142.498948 \n",
       "L 230.789421 141.234872 \n",
       "L 231.898253 142.182172 \n",
       "L 232.971316 141.305368 \n",
       "L 234.080148 144.577715 \n",
       "L 235.18898 141.133467 \n",
       "L 236.262043 141.380485 \n",
       "L 237.370875 141.794883 \n",
       "L 238.443939 141.31758 \n",
       "L 239.55277 142.386155 \n",
       "L 240.661602 143.170396 \n",
       "L 241.663128 142.131247 \n",
       "L 242.77196 143.368592 \n",
       "L 243.845023 142.360502 \n",
       "L 246.026918 141.500163 \n",
       "L 247.13575 142.469913 \n",
       "L 248.244582 142.707687 \n",
       "L 249.317645 141.399694 \n",
       "L 250.426477 145.042351 \n",
       "L 251.49954 142.612763 \n",
       "L 252.608372 141.768962 \n",
       "L 253.717204 144.775995 \n",
       "L 254.71873 141.339095 \n",
       "L 255.827562 140.560098 \n",
       "L 256.900625 141.487113 \n",
       "L 258.009457 141.904513 \n",
       "L 259.08252 141.237949 \n",
       "L 260.191352 142.095062 \n",
       "L 261.300184 144.491812 \n",
       "L 262.373247 145.231749 \n",
       "L 263.482079 141.084525 \n",
       "L 264.555142 141.053109 \n",
       "L 265.663974 141.527574 \n",
       "L 266.772806 142.695839 \n",
       "L 267.774332 140.808755 \n",
       "L 268.883164 142.160288 \n",
       "L 269.956227 140.897321 \n",
       "L 271.065059 141.788946 \n",
       "L 272.138122 142.833925 \n",
       "L 273.246954 141.39857 \n",
       "L 274.355786 143.05422 \n",
       "L 275.428849 141.873205 \n",
       "L 276.537681 143.703744 \n",
       "L 278.719576 140.187169 \n",
       "L 279.828408 142.743468 \n",
       "L 280.865702 141.743372 \n",
       "L 281.974534 143.003 \n",
       "L 283.047597 144.635552 \n",
       "L 284.156429 144.365128 \n",
       "L 285.229493 142.259358 \n",
       "L 286.338324 141.643212 \n",
       "L 287.447156 141.847185 \n",
       "L 288.52022 140.131582 \n",
       "L 289.629052 141.387067 \n",
       "L 290.702115 142.090209 \n",
       "L 291.810947 143.044605 \n",
       "L 292.919779 140.454322 \n",
       "L 293.921304 139.684014 \n",
       "L 295.030136 141.2052 \n",
       "L 296.103199 139.487493 \n",
       "L 297.212031 139.922478 \n",
       "L 298.285094 139.434873 \n",
       "L 299.393926 139.245018 \n",
       "L 300.502758 139.408249 \n",
       "L 301.575821 140.840124 \n",
       "L 302.684653 139.935261 \n",
       "L 303.757717 139.933772 \n",
       "L 304.866548 140.192719 \n",
       "L 305.97538 140.307161 \n",
       "L 306.976906 139.372927 \n",
       "L 308.085738 139.814886 \n",
       "L 309.158801 139.573279 \n",
       "L 310.267633 140.312417 \n",
       "L 311.340696 140.398372 \n",
       "L 312.449528 142.632961 \n",
       "L 313.55836 140.351384 \n",
       "L 314.631423 139.683074 \n",
       "L 315.740255 140.069043 \n",
       "L 316.813318 138.99029 \n",
       "L 317.92215 139.59185 \n",
       "L 319.030982 140.561557 \n",
       "L 320.032508 140.654964 \n",
       "L 321.14134 141.385172 \n",
       "L 322.214403 139.25385 \n",
       "L 324.396298 139.583328 \n",
       "L 325.50513 139.971993 \n",
       "L 326.613962 139.305264 \n",
       "L 327.687025 139.698779 \n",
       "L 328.795857 139.493543 \n",
       "L 329.86892 138.829023 \n",
       "L 330.977752 140.048777 \n",
       "L 332.086584 141.054376 \n",
       "L 333.123879 140.039905 \n",
       "L 334.23271 140.191771 \n",
       "L 335.305774 141.230114 \n",
       "L 336.414606 141.145304 \n",
       "L 337.487669 140.35203 \n",
       "L 338.596501 141.487659 \n",
       "L 339.705333 139.820917 \n",
       "L 340.778396 139.889168 \n",
       "L 341.887228 140.25298 \n",
       "L 342.960291 140.346912 \n",
       "L 344.069123 140.224164 \n",
       "L 345.177955 141.627967 \n",
       "L 346.17948 140.45635 \n",
       "L 347.288312 140.745569 \n",
       "L 348.361375 141.755255 \n",
       "L 349.470207 140.846757 \n",
       "L 350.543271 140.445657 \n",
       "L 351.652103 140.326431 \n",
       "L 354.94283 141.362638 \n",
       "L 356.015893 140.733256 \n",
       "L 357.124725 141.107319 \n",
       "L 358.233557 141.119551 \n",
       "L 360.343914 140.518075 \n",
       "L 361.416977 141.341226 \n",
       "L 362.525809 142.79578 \n",
       "L 363.598872 143.739113 \n",
       "L 365.816536 141.960644 \n",
       "L 366.889599 140.717656 \n",
       "L 367.998431 140.94081 \n",
       "L 369.071495 140.070978 \n",
       "L 370.180327 141.128909 \n",
       "L 372.290684 140.506862 \n",
       "L 373.399516 142.008187 \n",
       "L 374.472579 140.384588 \n",
       "L 375.581411 140.786156 \n",
       "L 376.654474 141.820384 \n",
       "L 377.763306 142.186804 \n",
       "L 378.872138 143.083033 \n",
       "L 379.945201 141.774807 \n",
       "L 383.235928 141.358951 \n",
       "L 384.34476 143.799577 \n",
       "L 385.382055 141.523331 \n",
       "L 386.490887 143.447927 \n",
       "L 387.56395 141.049332 \n",
       "L 388.672782 141.175047 \n",
       "L 389.745845 142.067583 \n",
       "L 390.854677 142.473869 \n",
       "L 391.963509 141.074045 \n",
       "L 393.036572 144.856143 \n",
       "L 394.145404 145.598587 \n",
       "L 395.218467 142.27432 \n",
       "L 396.327299 141.711262 \n",
       "L 397.436131 140.954201 \n",
       "L 398.437657 141.472314 \n",
       "L 399.546488 141.480783 \n",
       "L 400.619552 140.291721 \n",
       "L 401.728384 140.824892 \n",
       "L 402.801447 140.981587 \n",
       "L 405.019111 140.469051 \n",
       "L 406.092174 140.575509 \n",
       "L 407.201006 140.515978 \n",
       "L 408.274069 140.963554 \n",
       "L 409.382901 140.493156 \n",
       "L 410.491733 141.031498 \n",
       "L 411.493258 140.52897 \n",
       "L 412.60209 140.225578 \n",
       "L 413.675154 140.727803 \n",
       "L 414.783985 141.412754 \n",
       "L 415.857049 140.245449 \n",
       "L 416.965881 140.923044 \n",
       "L 418.074712 139.990422 \n",
       "L 420.256608 141.211299 \n",
       "L 421.329671 141.196983 \n",
       "L 422.438503 139.611335 \n",
       "L 423.547335 140.928666 \n",
       "L 424.54886 140.197688 \n",
       "L 425.657692 141.346867 \n",
       "L 427.839587 140.949207 \n",
       "L 428.91265 141.264447 \n",
       "L 430.021482 141.99012 \n",
       "L 431.130314 148.633302 \n",
       "L 432.203378 142.379242 \n",
       "L 433.312209 141.137022 \n",
       "L 434.385273 140.811662 \n",
       "L 435.494105 141.885339 \n",
       "L 436.602936 140.118842 \n",
       "L 437.640231 140.28824 \n",
       "L 438.749063 140.024124 \n",
       "L 439.822126 140.123774 \n",
       "L 440.930958 140.083208 \n",
       "L 442.004021 140.346885 \n",
       "L 443.112853 139.46543 \n",
       "L 444.221685 139.614926 \n",
       "L 445.294748 140.785823 \n",
       "L 446.40358 140.447231 \n",
       "L 447.476643 138.936644 \n",
       "L 448.585475 140.051514 \n",
       "L 449.694307 138.873897 \n",
       "L 450.695833 140.758487 \n",
       "L 451.804665 140.553786 \n",
       "L 453.98656 140.696986 \n",
       "L 455.059623 141.199706 \n",
       "L 456.168455 139.907078 \n",
       "L 457.277287 140.277559 \n",
       "L 458.35035 140.224327 \n",
       "L 459.459182 138.764921 \n",
       "L 460.532245 139.668007 \n",
       "L 461.641077 139.997709 \n",
       "L 462.749909 140.782884 \n",
       "L 463.751435 139.501775 \n",
       "L 464.860267 140.146046 \n",
       "L 465.93333 140.918824 \n",
       "L 468.115225 139.23977 \n",
       "L 470.332889 140.227076 \n",
       "L 471.405952 139.858176 \n",
       "L 472.514784 142.320223 \n",
       "L 473.587847 139.976981 \n",
       "L 474.696679 140.480972 \n",
       "L 475.805511 141.167299 \n",
       "L 476.807036 139.963938 \n",
       "L 477.915868 139.923316 \n",
       "L 478.988932 139.689499 \n",
       "L 480.097763 139.613149 \n",
       "L 481.170827 139.785462 \n",
       "L 482.279659 141.12815 \n",
       "L 483.388491 141.442533 \n",
       "L 484.461554 141.926001 \n",
       "L 485.570386 140.625299 \n",
       "L 486.643449 139.78931 \n",
       "L 487.752281 141.020317 \n",
       "L 488.861113 141.549469 \n",
       "L 489.898407 140.728728 \n",
       "L 491.007239 140.812464 \n",
       "L 492.080302 139.580834 \n",
       "L 493.189134 139.815002 \n",
       "L 494.262197 141.331305 \n",
       "L 495.371029 140.14618 \n",
       "L 496.479861 139.519852 \n",
       "L 497.552924 140.801294 \n",
       "L 498.661756 140.455103 \n",
       "L 499.734819 141.629538 \n",
       "L 500.843651 139.93405 \n",
       "L 501.952483 140.367629 \n",
       "L 504.062841 139.331991 \n",
       "L 505.135904 139.70779 \n",
       "L 506.244736 139.575736 \n",
       "L 507.317799 140.003646 \n",
       "L 508.426631 139.609821 \n",
       "L 509.535463 140.43219 \n",
       "L 510.608526 139.643293 \n",
       "L 511.717358 139.909317 \n",
       "L 512.790421 138.715522 \n",
       "L 513.899253 140.272183 \n",
       "L 515.008085 141.35131 \n",
       "L 516.009611 145.038121 \n",
       "L 517.118443 141.936806 \n",
       "L 518.191506 141.143995 \n",
       "L 519.300338 139.895117 \n",
       "L 520.373401 138.902012 \n",
       "L 521.482233 138.914431 \n",
       "L 522.591065 140.401925 \n",
       "L 523.664128 139.940078 \n",
       "L 524.77296 141.567806 \n",
       "L 525.846023 139.029098 \n",
       "L 526.954855 142.192768 \n",
       "L 528.063687 141.363805 \n",
       "L 529.065213 139.549976 \n",
       "L 530.174045 139.79635 \n",
       "L 531.247108 139.311929 \n",
       "L 532.35594 139.3495 \n",
       "L 533.429003 139.802884 \n",
       "L 534.537835 139.309592 \n",
       "L 535.646667 136.139228 \n",
       "L 536.71973 139.774486 \n",
       "L 537.828562 137.521441 \n",
       "L 538.901625 136.901062 \n",
       "L 540.010457 137.913917 \n",
       "L 541.119289 140.034577 \n",
       "L 542.156583 139.676717 \n",
       "L 543.265415 141.898462 \n",
       "L 544.338478 141.67264 \n",
       "L 545.44731 139.989703 \n",
       "L 546.520373 140.835232 \n",
       "L 547.629205 140.993299 \n",
       "L 548.738037 141.722721 \n",
       "L 549.8111 140.97114 \n",
       "L 550.919932 139.488321 \n",
       "L 553.101828 138.958662 \n",
       "L 554.210659 141.15628 \n",
       "L 555.212185 141.372402 \n",
       "L 556.321017 141.952424 \n",
       "L 557.39408 140.101876 \n",
       "L 558.502912 141.345061 \n",
       "L 559.575975 142.074025 \n",
       "L 560.684807 140.925257 \n",
       "L 561.793639 140.026617 \n",
       "L 563.975534 142.077027 \n",
       "L 565.048597 140.504435 \n",
       "L 566.157429 142.523526 \n",
       "L 567.266261 144.8281 \n",
       "L 568.267787 145.57481 \n",
       "L 569.376619 144.505418 \n",
       "L 570.449682 144.255304 \n",
       "L 571.558514 148.725048 \n",
       "L 572.631577 143.548985 \n",
       "L 573.740409 144.507912 \n",
       "L 574.849241 142.662765 \n",
       "L 575.922304 143.203894 \n",
       "L 577.031136 144.996893 \n",
       "L 578.104199 142.464897 \n",
       "L 579.213031 144.967873 \n",
       "L 580.321863 142.622353 \n",
       "L 581.323389 143.655876 \n",
       "L 582.432221 145.835725 \n",
       "L 583.505284 142.136552 \n",
       "L 584.614116 142.911968 \n",
       "L 585.687179 142.803981 \n",
       "L 586.796011 141.854446 \n",
       "L 587.904843 142.280508 \n",
       "L 588.977906 142.256914 \n",
       "L 590.086738 141.887249 \n",
       "L 591.159801 141.159448 \n",
       "L 591.159801 141.159448 \n",
       "\" clip-path=\"url(#p835c8a0b14)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 58.523438 354.958125 \n",
       "L 58.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 616.523438 354.958125 \n",
       "L 616.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 58.523438 354.958125 \n",
       "L 616.523438 354.958125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 58.523438 22.318125 \n",
       "L 616.523438 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_20\">\n",
       "    <!-- Macroeconomic inflation data in emerging markets &amp; Sentiment -->\n",
       "    <g transform=\"translate(144.886875 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-26\" d=\"M 1556 2509 \n",
       "Q 1272 2256 1139 2004 \n",
       "Q 1006 1753 1006 1478 \n",
       "Q 1006 1022 1337 719 \n",
       "Q 1669 416 2169 416 \n",
       "Q 2466 416 2725 514 \n",
       "Q 2984 613 3213 813 \n",
       "L 1556 2509 \n",
       "z\n",
       "M 1997 2859 \n",
       "L 3584 1234 \n",
       "Q 3769 1513 3872 1830 \n",
       "Q 3975 2147 3994 2503 \n",
       "L 4575 2503 \n",
       "Q 4538 2091 4375 1687 \n",
       "Q 4213 1284 3922 891 \n",
       "L 4794 0 \n",
       "L 4006 0 \n",
       "L 3559 459 \n",
       "Q 3234 181 2878 45 \n",
       "Q 2522 -91 2113 -91 \n",
       "Q 1359 -91 881 339 \n",
       "Q 403 769 403 1441 \n",
       "Q 403 1841 612 2192 \n",
       "Q 822 2544 1241 2853 \n",
       "Q 1091 3050 1012 3245 \n",
       "Q 934 3441 934 3628 \n",
       "Q 934 4134 1281 4442 \n",
       "Q 1628 4750 2203 4750 \n",
       "Q 2463 4750 2720 4694 \n",
       "Q 2978 4638 3244 4525 \n",
       "L 3244 3956 \n",
       "Q 2972 4103 2725 4179 \n",
       "Q 2478 4256 2266 4256 \n",
       "Q 1938 4256 1733 4082 \n",
       "Q 1528 3909 1528 3634 \n",
       "Q 1528 3475 1620 3314 \n",
       "Q 1713 3153 1997 2859 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"147.558594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"202.539062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"241.402344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"302.583984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"364.107422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"419.087891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"480.269531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"543.648438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"604.830078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"702.242188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"730.025391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"785.005859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"816.792969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"844.576172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"907.955078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"943.160156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"970.943359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1032.222656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1071.431641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1099.214844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1160.396484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1223.775391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"1255.5625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1319.039062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1380.318359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1419.527344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1480.806641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1512.59375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1540.376953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1603.755859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1635.542969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"1697.066406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1794.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1856.001953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-67\" x=\"1895.365234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1958.841797\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1986.625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-67\" x=\"2050.003906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2113.480469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"2145.267578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"2242.679688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"2303.958984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"2345.072266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2399.357422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2460.880859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"2500.089844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2552.189453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-26\" x=\"2583.976562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2661.955078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"2693.742188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2757.21875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"2818.742188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2882.121094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"2921.330078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"2949.113281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"3046.525391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"3108.048828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"3171.427734\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 458.157812 349.958125 \n",
       "L 609.523438 349.958125 \n",
       "Q 611.523438 349.958125 611.523438 347.958125 \n",
       "L 611.523438 319.601875 \n",
       "Q 611.523438 317.601875 609.523438 317.601875 \n",
       "L 458.157812 317.601875 \n",
       "Q 456.157812 317.601875 456.157812 319.601875 \n",
       "L 456.157812 347.958125 \n",
       "Q 456.157812 349.958125 458.157812 349.958125 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_20\">\n",
       "     <path d=\"M 460.157812 325.700312 \n",
       "L 470.157812 325.700312 \n",
       "L 480.157812 325.700312 \n",
       "\" style=\"fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_21\">\n",
       "     <!-- Actual Stock Returns -->\n",
       "     <g transform=\"translate(488.157812 329.200312) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"66.658203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"121.638672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"160.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"224.226562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"285.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"313.289062\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"345.076172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"408.552734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"447.761719\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"508.943359\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"563.923828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"621.833984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"653.621094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"718.603516\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"780.126953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"819.335938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"882.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"922.078125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"985.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_21\">\n",
       "     <path d=\"M 460.157812 340.378437 \n",
       "L 470.157812 340.378437 \n",
       "L 480.157812 340.378437 \n",
       "\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 1.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_22\">\n",
       "     <!-- Predicted Stock Returns -->\n",
       "     <g transform=\"translate(488.157812 343.878437) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-50\" d=\"M 1259 4147 \n",
       "L 1259 2394 \n",
       "L 2053 2394 \n",
       "Q 2494 2394 2734 2622 \n",
       "Q 2975 2850 2975 3272 \n",
       "Q 2975 3691 2734 3919 \n",
       "Q 2494 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2838 4666 3239 4311 \n",
       "Q 3641 3956 3641 3272 \n",
       "Q 3641 2581 3239 2228 \n",
       "Q 2838 1875 2053 1875 \n",
       "L 1259 1875 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-50\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"58.552734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"97.416016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"158.939453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"222.416016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"250.199219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"305.179688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"344.388672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"405.912109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"469.388672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"501.175781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"564.652344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"603.861328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"665.042969\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"720.023438\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"777.933594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"809.720703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"874.703125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"936.226562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"975.435547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"1038.814453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"1078.177734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"1141.556641\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p835c8a0b14\">\n",
       "   <rect x=\"58.523438\" y=\"22.318125\" width=\"558\" height=\"332.64\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 3000x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_data = pd.read_csv(r'D:\\桌面\\US stock market return_sorted.csv', parse_dates=['month'], index_col='month')\n",
    "inflation_data = pd.read_csv(r\"C:\\Users\\w'k'd'n\\Downloads\\新兴市场宏观经济通货膨胀数据.csv\", parse_dates=['observation_date'], index_col='observation_date')\n",
    "another_data = pd.read_csv(r\"C:\\Users\\w'k'd'n\\Downloads\\股市波动性追踪器：宏观经济新闻与前景：商业投资与情绪.csv\", parse_dates=['observation_date'], index_col='observation_date')\n",
    "merged_data = pd.merge(stock_data , inflation_data, left_index=True, right_index=True, how='inner')\n",
    "merged_data = pd.merge(merged_data, another_data, left_index=True, right_index=True, how='inner')\n",
    "merged_data['inflation_lag'] = merged_data['EMVMACROINFLATION'].shift(1)  # 新兴市场通货膨胀的滞后1期\n",
    "merged_data['another_lag'] = merged_data['EMVMACROBUS'].shift(1)  # 另一个预测变量的滞后1期\n",
    "merged_data = merged_data.dropna()\n",
    "#设置回归模型的自变量（X）和因变量（Y）\n",
    "X = merged_data[['inflation_lag', 'another_lag']]  # 自变量：两个滞后期变量\n",
    "Y = merged_data['r']  # 因变量：股市收益率\n",
    "X = sm.add_constant(X)\n",
    "#拟合线性回归模型\n",
    "model = sm.OLS(Y, X)  # 使用普通最小二乘法（OLS）\n",
    "results = model.fit()\n",
    "#输出回归结果\n",
    "print(results.summary())\n",
    "#预测未来的股市收益率\n",
    "merged_data['predicted_return'] = results.predict(X)\n",
    "#可视化实际股市收益率和预测收益率的对比\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(merged_data.index, merged_data['r'], label='Actual Stock Returns', color='blue')\n",
    "plt.plot(merged_data.index, merged_data['predicted_return'], label='Predicted Stock Returns', color='red', linestyle='--')\n",
    "plt.title('Macroeconomic inflation data in emerging markets & Sentiment')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Stock Return')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4.2.1. 以下是关于改进后的双变量模型回归结果分析：**\n",
    "---\n",
    "\n",
    "### 4.2.1.1. **模型的拟合度**\n",
    "- **R-squared (0.002)**：决定系数仍然很低，仅为0.2%，表明模型中两个解释变量（inflation_lag 和 another_lag）对因变量（美国股票收益率）的解释力几乎为零。\n",
    "- **Adj. R-squared (-0.003)**：调整后的决定系数为负值，说明即使引入了第二个变量，模型的拟合效果未得到改善，且复杂度增加后效果更差。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.2.1.2. **F统计量和显著性**\n",
    "- **F-statistic (0.3557)** 及其 p 值（0.701）：F统计量的 p 值远高于常用显著性水平（如0.05或0.1），表明整体模型在统计意义上不显著，两个解释变量的联合作用并未对因变量产生显著影响。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.2.1.3. **回归系数及其显著性**\n",
    "- **常数项（const）**：\n",
    "  - 系数为0.0129，表明在解释变量均为零的情况下，美国股票收益的预测值为0.0129。\n",
    "  - t值为2.428，对应的p值为0.016（小于0.05），说明常数项在统计上显著。\n",
    "- **inflation_lag（滞后通货膨胀率）**：\n",
    "  - 系数为-0.0007，表明滞后通货膨胀率每增加1单位，美国股票收益平均减少0.0007。\n",
    "  - t值为-0.832，p值为0.406（远大于0.05），表明滞后通货膨胀对美国股票收益的影响在统计上不显著。\n",
    "- **another_lag（另一个滞后变量）**：\n",
    "  - 系数为0.0021，表明该变量每增加1单位，美国股票收益平均增加0.0021。\n",
    "  - t值为0.359，p值为0.720（远大于0.05），表明该变量对美国股票收益的影响在统计上也不显著。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.2.1.4. **残差诊断**\n",
    "- **Durbin-Watson (1.942)**：值接近2，表明残差不存在显著的自相关性。\n",
    "- **Omnibus (67.679)及其p值（0.000）**：表明残差可能偏离正态分布。\n",
    "- **Jarque-Bera (JB) (148.073)及其p值（7.02e-33）**：进一步验证残差显著偏离正态分布。\n",
    "- **Skew和Kurtosis**：偏度为-0.778，说明残差分布有一定负偏；峰度为5.277，表明残差分布比正态分布更加陡峭（高峰厚尾）。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.2.1.5. **模型的经济意义**\n",
    "- 两个解释变量（inflation_lag 和 another_lag）对美国股票收益的影响均非常小且不显著。\n",
    "- 结果表明，从当前的经济数据中未能找到显著的线性关系，这可能是因为美国股票市场的收益受到更多复杂因素的影响，例如公司基本面、市场情绪、政策调整等，而这些可能未被模型捕捉到。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.2.1.6. **模型改进建议**\n",
    "1. **变量选择**：\n",
    "   - 考虑引入其他可能更相关的宏观经济变量，例如利率政策、国内生产总值（GDP）增长率、货币供应量等。\n",
    "   - 检验经济变量之间的交互作用或非线性关系。\n",
    "2. **数据分析**：\n",
    "   - 分析数据的时间跨度是否足够长，以及样本数据是否存在异常值。\n",
    "   - 进一步对变量进行标准化或差分处理，以消除潜在的多重共线性或趋势效应。\n",
    "3. **非线性和分段模型**：\n",
    "   - 尝试使用非线性回归或分段回归，可能发现变量在不同范围的关系特征。\n",
    "4. **因变量波动**：\n",
    "   - 如果股票收益率本身存在显著波动，可以尝试分组分析或使用波动率（如VIX指数）作为补充。\n",
    "\n",
    "---\n",
    "\n",
    "### 4.2.1.7. **结论**\n",
    "改进后的双变量模型依然显示出极低的解释力，且所有自变量对美国股票收益率的影响均不显著。从当前结果看，滞后通货膨胀和另一个滞后变量无法有效预测股票市场收益。需要通过进一步优化模型和变量选择来更深入地探索潜在的经济关系。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## **4.2.2.三变量预测**\n",
    "使用新兴市场宏观经济通货膨胀数据&股市波动性追踪器：宏观经济新闻与前景：商业投资与情绪&CBOE 纳斯达克 100 波动率指数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                      r   R-squared:                       0.077\n",
      "Model:                            OLS   Adj. R-squared:                 -0.026\n",
      "Method:                 Least Squares   F-statistic:                    0.7474\n",
      "Date:                Tue, 31 Dec 2024   Prob (F-statistic):              0.533\n",
      "Time:                        20:22:03   Log-Likelihood:                 49.209\n",
      "No. Observations:                  31   AIC:                            -90.42\n",
      "Df Residuals:                      27   BIC:                            -84.68\n",
      "Df Model:                           3                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "=================================================================================\n",
      "                    coef    std err          t      P>|t|      [0.025      0.975]\n",
      "---------------------------------------------------------------------------------\n",
      "const             0.0497      0.047      1.062      0.298      -0.046       0.146\n",
      "inflation_lag    -0.0054      0.004     -1.487      0.149      -0.013       0.002\n",
      "another_lag1      0.0231      0.054      0.431      0.670      -0.087       0.133\n",
      "another_lag2     -0.0003      0.001     -0.201      0.842      -0.003       0.003\n",
      "==============================================================================\n",
      "Omnibus:                        1.946   Durbin-Watson:                   2.448\n",
      "Prob(Omnibus):                  0.378   Jarque-Bera (JB):                1.187\n",
      "Skew:                          -0.137   Prob(JB):                        0.553\n",
      "Kurtosis:                       2.081   Cond. No.                         189.\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x1800 with 0 Axes>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x247aa200830>]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x247aa1eac00>]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Macroeconomic inflation data in emerging markets & Sentiment & Nasdaq 100 Volatility Index')"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Date')"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Stock Return')"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x247aa301a30>"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n",
      "findfont: Generic family 'sans-serif' not found because none of the following families were found: WenQuanYi Zen Hei\n"
     ]
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"637.627042pt\" height=\"392.514375pt\" viewBox=\"0 0 637.627042 392.514375\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-12-31T20:22:03.681247</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 392.514375 \n",
       "L 637.627042 392.514375 \n",
       "L 637.627042 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 64.885938 354.958125 \n",
       "L 622.885937 354.958125 \n",
       "L 622.885937 22.318125 \n",
       "L 64.885938 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m896b5a2ca7\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m896b5a2ca7\" x=\"113.888715\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 2020-07 -->\n",
       "      <g transform=\"translate(92.997309 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2d\" d=\"M 313 2009 \n",
       "L 1997 2009 \n",
       "L 1997 1497 \n",
       "L 313 1497 \n",
       "L 313 2009 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2d\" x=\"254.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"290.576172\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"354.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m896b5a2ca7\" x=\"185.193667\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 2021-01 -->\n",
       "      <g transform=\"translate(164.302261 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2d\" x=\"254.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"290.576172\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"354.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m896b5a2ca7\" x=\"255.336038\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2021-07 -->\n",
       "      <g transform=\"translate(234.444632 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2d\" x=\"254.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"290.576172\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"354.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m896b5a2ca7\" x=\"326.64099\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2022-01 -->\n",
       "      <g transform=\"translate(305.749584 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2d\" x=\"254.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"290.576172\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"354.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m896b5a2ca7\" x=\"396.783361\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2022-07 -->\n",
       "      <g transform=\"translate(375.891955 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2d\" x=\"254.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"290.576172\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"354.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m896b5a2ca7\" x=\"468.088313\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2023-01 -->\n",
       "      <g transform=\"translate(447.196906 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2d\" x=\"254.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"290.576172\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"354.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m896b5a2ca7\" x=\"538.230684\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2023-07 -->\n",
       "      <g transform=\"translate(517.339277 369.556562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2d\" x=\"254.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"290.576172\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"354.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m896b5a2ca7\" x=\"609.535635\" y=\"354.958125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2024-01 -->\n",
       "      <g transform=\"translate(588.644229 369.556562) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2d\" x=\"254.492188\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"290.576172\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"354.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_9\">\n",
       "     <!-- Date -->\n",
       "     <g transform=\"translate(331.935156 383.234687) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
       "L 1259 519 \n",
       "L 2022 519 \n",
       "Q 2988 519 3436 956 \n",
       "Q 3884 1394 3884 2338 \n",
       "Q 3884 3275 3436 3711 \n",
       "Q 2988 4147 2022 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 1925 4666 \n",
       "Q 3281 4666 3915 4102 \n",
       "Q 4550 3538 4550 2338 \n",
       "Q 4550 1131 3912 565 \n",
       "Q 3275 0 1925 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-44\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"77.001953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"138.28125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"177.490234\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <defs>\n",
       "       <path id=\"mbc0f4a64f9\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbc0f4a64f9\" x=\"64.885938\" y=\"352.751836\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- −0.100 -->\n",
       "      <g transform=\"translate(20.878125 356.551054) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"242.822266\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"306.445312\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbc0f4a64f9\" x=\"64.885938\" y=\"311.983712\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- −0.075 -->\n",
       "      <g transform=\"translate(20.878125 315.782931) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"242.822266\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"306.445312\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbc0f4a64f9\" x=\"64.885938\" y=\"271.215589\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- −0.050 -->\n",
       "      <g transform=\"translate(20.878125 275.014808) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"242.822266\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"306.445312\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbc0f4a64f9\" x=\"64.885938\" y=\"230.447466\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- −0.025 -->\n",
       "      <g transform=\"translate(20.878125 234.246685) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"179.199219\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"242.822266\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"306.445312\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbc0f4a64f9\" x=\"64.885938\" y=\"189.679343\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 0.000 -->\n",
       "      <g transform=\"translate(29.257813 193.478562) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbc0f4a64f9\" x=\"64.885938\" y=\"148.91122\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 0.025 -->\n",
       "      <g transform=\"translate(29.257813 152.710438) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbc0f4a64f9\" x=\"64.885938\" y=\"108.143096\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 0.050 -->\n",
       "      <g transform=\"translate(29.257813 111.942315) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbc0f4a64f9\" x=\"64.885938\" y=\"67.374973\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 0.075 -->\n",
       "      <g transform=\"translate(29.257813 71.174192) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbc0f4a64f9\" x=\"64.885938\" y=\"26.60685\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 0.100 -->\n",
       "      <g transform=\"translate(29.257813 30.406069) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"159.033203\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"222.65625\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_19\">\n",
       "     <!-- Stock Return -->\n",
       "     <g transform=\"translate(14.798438 220.656875) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-53\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"63.476562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"102.685547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"163.867188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"218.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"276.757812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"308.544922\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"373.527344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"435.050781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"474.259766\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"537.638672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"577.001953\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_18\">\n",
       "    <path d=\"M 90.249574 100.770589 \n",
       "L 102.262908 147.903432 \n",
       "L 113.888715 98.533234 \n",
       "L 137.915384 247.651614 \n",
       "L 149.541191 223.479378 \n",
       "L 173.180333 115.98036 \n",
       "L 208.057755 139.26222 \n",
       "L 220.071089 109.600965 \n",
       "L 243.710231 149.751043 \n",
       "L 255.336038 169.605119 \n",
       "L 279.362707 259.264006 \n",
       "L 290.988514 82.14608 \n",
       "L 303.001848 219.529763 \n",
       "L 314.627656 135.708871 \n",
       "L 338.654324 226.039617 \n",
       "L 349.505078 138.334338 \n",
       "L 361.518412 338.031282 \n",
       "L 385.157554 328.171919 \n",
       "L 396.783361 38.788365 \n",
       "L 408.796695 249.010008 \n",
       "L 420.810029 339.838125 \n",
       "L 444.449171 105.809529 \n",
       "L 456.074978 285.43388 \n",
       "L 480.101647 229.062981 \n",
       "L 490.9524 149.733105 \n",
       "L 514.591542 186.373863 \n",
       "L 526.604876 79.47006 \n",
       "L 550.244018 222.783059 \n",
       "L 562.257352 267.959032 \n",
       "L 585.896494 37.438125 \n",
       "L 597.522301 101.998525 \n",
       "\" clip-path=\"url(#p22e49a2ecd)\" style=\"fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_19\">\n",
       "    <path d=\"M 90.249574 179.005371 \n",
       "L 102.262908 148.463051 \n",
       "L 113.888715 156.709951 \n",
       "L 137.915384 159.6006 \n",
       "L 149.541191 159.968829 \n",
       "L 173.180333 138.310756 \n",
       "L 208.057755 169.175109 \n",
       "L 220.071089 174.862406 \n",
       "L 243.710231 143.646837 \n",
       "L 255.336038 173.735975 \n",
       "L 279.362707 154.483016 \n",
       "L 290.988514 157.014534 \n",
       "L 303.001848 174.817903 \n",
       "L 314.627656 149.679394 \n",
       "L 338.654324 184.195694 \n",
       "L 349.505078 226.785639 \n",
       "L 361.518412 208.519218 \n",
       "L 385.157554 206.749531 \n",
       "L 396.783361 191.971283 \n",
       "L 408.796695 205.028939 \n",
       "L 420.810029 182.583282 \n",
       "L 444.449171 190.320655 \n",
       "L 456.074978 177.382303 \n",
       "L 480.101647 217.113418 \n",
       "L 490.9524 197.204837 \n",
       "L 514.591542 227.84245 \n",
       "L 526.604876 182.621822 \n",
       "L 550.244018 180.932891 \n",
       "L 562.257352 175.266712 \n",
       "L 585.896494 169.886672 \n",
       "L 597.522301 159.583409 \n",
       "\" clip-path=\"url(#p22e49a2ecd)\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 1.5\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 64.885938 354.958125 \n",
       "L 64.885938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 622.885937 354.958125 \n",
       "L 622.885937 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 64.885938 354.958125 \n",
       "L 622.885938 354.958125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 64.885938 22.318125 \n",
       "L 622.885938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_20\">\n",
       "    <!-- Macroeconomic inflation data in emerging markets &amp; Sentiment &amp; Nasdaq 100 Volatility Index -->\n",
       "    <g transform=\"translate(60.566875 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-67\" d=\"M 2906 1791 \n",
       "Q 2906 2416 2648 2759 \n",
       "Q 2391 3103 1925 3103 \n",
       "Q 1463 3103 1205 2759 \n",
       "Q 947 2416 947 1791 \n",
       "Q 947 1169 1205 825 \n",
       "Q 1463 481 1925 481 \n",
       "Q 2391 481 2648 825 \n",
       "Q 2906 1169 2906 1791 \n",
       "z\n",
       "M 3481 434 \n",
       "Q 3481 -459 3084 -895 \n",
       "Q 2688 -1331 1869 -1331 \n",
       "Q 1566 -1331 1297 -1286 \n",
       "Q 1028 -1241 775 -1147 \n",
       "L 775 -588 \n",
       "Q 1028 -725 1275 -790 \n",
       "Q 1522 -856 1778 -856 \n",
       "Q 2344 -856 2625 -561 \n",
       "Q 2906 -266 2906 331 \n",
       "L 2906 616 \n",
       "Q 2728 306 2450 153 \n",
       "Q 2172 0 1784 0 \n",
       "Q 1141 0 747 490 \n",
       "Q 353 981 353 1791 \n",
       "Q 353 2603 747 3093 \n",
       "Q 1141 3584 1784 3584 \n",
       "Q 2172 3584 2450 3431 \n",
       "Q 2728 3278 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 434 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-26\" d=\"M 1556 2509 \n",
       "Q 1272 2256 1139 2004 \n",
       "Q 1006 1753 1006 1478 \n",
       "Q 1006 1022 1337 719 \n",
       "Q 1669 416 2169 416 \n",
       "Q 2466 416 2725 514 \n",
       "Q 2984 613 3213 813 \n",
       "L 1556 2509 \n",
       "z\n",
       "M 1997 2859 \n",
       "L 3584 1234 \n",
       "Q 3769 1513 3872 1830 \n",
       "Q 3975 2147 3994 2503 \n",
       "L 4575 2503 \n",
       "Q 4538 2091 4375 1687 \n",
       "Q 4213 1284 3922 891 \n",
       "L 4794 0 \n",
       "L 4006 0 \n",
       "L 3559 459 \n",
       "Q 3234 181 2878 45 \n",
       "Q 2522 -91 2113 -91 \n",
       "Q 1359 -91 881 339 \n",
       "Q 403 769 403 1441 \n",
       "Q 403 1841 612 2192 \n",
       "Q 822 2544 1241 2853 \n",
       "Q 1091 3050 1012 3245 \n",
       "Q 934 3441 934 3628 \n",
       "Q 934 4134 1281 4442 \n",
       "Q 1628 4750 2203 4750 \n",
       "Q 2463 4750 2720 4694 \n",
       "Q 2978 4638 3244 4525 \n",
       "L 3244 3956 \n",
       "Q 2972 4103 2725 4179 \n",
       "Q 2478 4256 2266 4256 \n",
       "Q 1938 4256 1733 4082 \n",
       "Q 1528 3909 1528 3634 \n",
       "Q 1528 3475 1620 3314 \n",
       "Q 1713 3153 1997 2859 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-4e\" d=\"M 628 4666 \n",
       "L 1478 4666 \n",
       "L 3547 763 \n",
       "L 3547 4666 \n",
       "L 4159 4666 \n",
       "L 4159 0 \n",
       "L 3309 0 \n",
       "L 1241 3903 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-71\" d=\"M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "M 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "L 2906 3500 \n",
       "L 3481 3500 \n",
       "L 3481 -1331 \n",
       "L 2906 -1331 \n",
       "L 2906 525 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-56\" d=\"M 1831 0 \n",
       "L 50 4666 \n",
       "L 709 4666 \n",
       "L 2188 738 \n",
       "L 3669 4666 \n",
       "L 4325 4666 \n",
       "L 2547 0 \n",
       "L 1831 0 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-49\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
       "L 2247 1797 \n",
       "L 3578 0 \n",
       "L 2900 0 \n",
       "L 1881 1375 \n",
       "L 863 0 \n",
       "L 184 0 \n",
       "L 1544 1831 \n",
       "L 300 3500 \n",
       "L 978 3500 \n",
       "L 1906 2253 \n",
       "L 2834 3500 \n",
       "L 3513 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"147.558594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"202.539062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"241.402344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"302.583984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"364.107422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"419.087891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"480.269531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"543.648438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"604.830078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"702.242188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"730.025391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"785.005859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"816.792969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"844.576172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"907.955078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"943.160156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"970.943359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1032.222656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1071.431641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1099.214844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1160.396484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1223.775391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"1255.5625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1319.039062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1380.318359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1419.527344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1480.806641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1512.59375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1540.376953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1603.755859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1635.542969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"1697.066406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1794.478516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1856.001953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-67\" x=\"1895.365234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1958.841797\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1986.625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-67\" x=\"2050.003906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2113.480469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"2145.267578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"2242.679688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"2303.958984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"2345.072266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2399.357422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2460.880859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"2500.089844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2552.189453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-26\" x=\"2583.976562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2661.955078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"2693.742188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2757.21875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"2818.742188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2882.121094\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"2921.330078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"2949.113281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"3046.525391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"3108.048828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"3171.427734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"3210.636719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-26\" x=\"3242.423828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"3320.402344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-4e\" x=\"3352.189453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"3426.994141\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"3488.273438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"3540.373047\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"3603.849609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-71\" x=\"3665.128906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"3728.605469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-31\" x=\"3760.392578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" x=\"3824.015625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" x=\"3887.638672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"3951.261719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-56\" x=\"3983.048828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"4043.707031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"4104.888672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"4132.671875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"4193.951172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"4233.160156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"4260.943359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"4288.726562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"4316.509766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-79\" x=\"4355.71875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"4414.898438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-49\" x=\"4446.685547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"4476.177734\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"4539.556641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"4603.033203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-78\" x=\"4662.806641\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 71.885938 59.674375 \n",
       "L 223.251563 59.674375 \n",
       "Q 225.251563 59.674375 225.251563 57.674375 \n",
       "L 225.251563 29.318125 \n",
       "Q 225.251563 27.318125 223.251563 27.318125 \n",
       "L 71.885938 27.318125 \n",
       "Q 69.885938 27.318125 69.885938 29.318125 \n",
       "L 69.885938 57.674375 \n",
       "Q 69.885938 59.674375 71.885938 59.674375 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_20\">\n",
       "     <path d=\"M 73.885938 35.416562 \n",
       "L 83.885938 35.416562 \n",
       "L 93.885938 35.416562 \n",
       "\" style=\"fill: none; stroke: #0000ff; stroke-width: 1.5; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_21\">\n",
       "     <!-- Actual Stock Returns -->\n",
       "     <g transform=\"translate(101.885938 38.916562) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"66.658203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"121.638672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"160.847656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"224.226562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"285.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"313.289062\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"345.076172\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"408.552734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"447.761719\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"508.943359\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"563.923828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"621.833984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"653.621094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"718.603516\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"780.126953\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"819.335938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"882.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"922.078125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"985.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_21\">\n",
       "     <path d=\"M 73.885938 50.094687 \n",
       "L 83.885938 50.094687 \n",
       "L 93.885938 50.094687 \n",
       "\" style=\"fill: none; stroke-dasharray: 5.55,2.4; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 1.5\"/>\n",
       "    </g>\n",
       "    <g id=\"text_22\">\n",
       "     <!-- Predicted Stock Returns -->\n",
       "     <g transform=\"translate(101.885938 53.594687) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-50\" d=\"M 1259 4147 \n",
       "L 1259 2394 \n",
       "L 2053 2394 \n",
       "Q 2494 2394 2734 2622 \n",
       "Q 2975 2850 2975 3272 \n",
       "Q 2975 3691 2734 3919 \n",
       "Q 2494 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2838 4666 3239 4311 \n",
       "Q 3641 3956 3641 3272 \n",
       "Q 3641 2581 3239 2228 \n",
       "Q 2838 1875 2053 1875 \n",
       "L 1259 1875 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-50\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"58.552734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"97.416016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"158.939453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"222.416016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"250.199219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"305.179688\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"344.388672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"405.912109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"469.388672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"501.175781\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"564.652344\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"603.861328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"665.042969\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"720.023438\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"777.933594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"809.720703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"874.703125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"936.226562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"975.435547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"1038.814453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"1078.177734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"1141.556641\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p22e49a2ecd\">\n",
       "   <rect x=\"64.885938\" y=\"22.318125\" width=\"558\" height=\"332.64\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 3000x1800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stock_data = pd.read_csv(r'D:\\桌面\\US stock market return_sorted.csv', parse_dates=['month'], index_col='month')\n",
    "inflation_data = pd.read_csv(r\"C:\\Users\\w'k'd'n\\Downloads\\新兴市场宏观经济通货膨胀数据.csv\", parse_dates=['observation_date'], index_col='observation_date')\n",
    "another_data1 = pd.read_csv(r\"C:\\Users\\w'k'd'n\\Downloads\\股市波动性追踪器：宏观经济新闻与前景：商业投资与情绪.csv\", parse_dates=['observation_date'], index_col='observation_date')\n",
    "another_data2 = pd.read_csv(r\"C:\\Users\\w'k'd'n\\Downloads\\CBOE 纳斯达克 100 波动率指数.csv\", parse_dates=['observation_date'], index_col='observation_date')\n",
    "merged_data = pd.merge(stock_data , inflation_data, left_index=True, right_index=True, how='inner')\n",
    "merged_data = pd.merge(merged_data, another_data1, left_index=True, right_index=True, how='inner')\n",
    "merged_data = pd.merge(merged_data, another_data2, left_index=True, right_index=True, how='inner')\n",
    "merged_data['inflation_lag'] = merged_data['EMVMACROINFLATION'].shift(1)  # 新兴市场通货膨胀的滞后1期\n",
    "merged_data['another_lag1'] = merged_data['EMVMACROBUS'].shift(1)  # 另一个预测变量的滞后1期\n",
    "merged_data['another_lag2'] = merged_data['VXNCLS'].shift(1)  # 另一个预测变量的滞后1期\n",
    "merged_data = merged_data.dropna()\n",
    "#设置回归模型的自变量（X）和因变量（Y）\n",
    "X = merged_data[['inflation_lag', 'another_lag1','another_lag2']]  # 自变量：两个滞后期变量\n",
    "Y = merged_data['r']  # 因变量：股市收益率\n",
    "X = sm.add_constant(X)\n",
    "#拟合线性回归模型\n",
    "model = sm.OLS(Y, X)  # 使用普通最小二乘法（OLS）\n",
    "results = model.fit()\n",
    "#输出回归结果\n",
    "print(results.summary())\n",
    "#预测未来的股市收益率\n",
    "merged_data['predicted_return'] = results.predict(X)\n",
    "#可视化实际股市收益率和预测收益率的对比\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(merged_data.index, merged_data['r'], label='Actual Stock Returns', color='blue')\n",
    "plt.plot(merged_data.index, merged_data['predicted_return'], label='Predicted Stock Returns', color='red', linestyle='--')\n",
    "plt.title('Macroeconomic inflation data in emerging markets & Sentiment & Nasdaq 100 Volatility Index')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Stock Return')\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### **4.2.2.以下是对该三变量OLS回归结果分析：**\n",
    "\n",
    "---\n",
    "\n",
    "### **4.2.2.1. 回归模型总体评价**\n",
    "\n",
    "1. **模型的拟合度**：\n",
    "   - **R-squared（0.077）**：模型的决定系数仅为7.7%，说明三个自变量对因变量的解释力极低，模型拟合程度不理想。\n",
    "   - **Adj. R-squared（-0.026）**：调整后的决定系数为负值，进一步表明模型复杂度（自由度）增加后，并未显著提高对因变量的解释力，甚至表现更差。\n",
    "\n",
    "2. **F统计量及其p值**：\n",
    "   - **F-statistic（0.747）及其p值（0.533）**：F统计量的p值远大于0.05，表明整体模型在统计上不显著，三个解释变量的联合作用未能显著影响因变量。\n",
    "\n",
    "3. **信息准则（AIC和BIC）**：\n",
    "   - **AIC（-90.42）和BIC（-84.68）**：这两个指标用于模型比较，但不能单独用来评估模型优劣。相比于单变量或双变量模型，可能模型复杂度导致的惩罚加重。\n",
    "\n",
    "---\n",
    "\n",
    "### **4.2.2.2. 个别变量分析**\n",
    "1. **常数项（const）**：系数为 **0.0497**，表明当所有自变量均为零时，因变量的平均值为 0.0497。但其 t 值为 1.062，对应的 p 值为 0.298，表明在统计上不显著。\n",
    "2. **通胀滞后项（inflation_lag）**：系数为 **-0.0054**，表明每增加 1 单位的通胀滞后值，因变量平均减少 0.0054。其 t 值为 -1.487，对应的 p 值为 0.149，接近显著水平（p < 0.1），可视为边缘显著。这说明通胀滞后项可能对因变量有一定的负面影响，但证据还不足够强。\n",
    "3. **滞后变量1（another_lag1）**：系数为 **0.0231**，表明每增加 1 单位的滞后变量1，因变量平均增加 0.0231。然而，其 t 值为 0.431，p 值为 0.670，表明该变量在统计上不显著，对因变量的解释力较弱。\n",
    "4. **滞后变量2（another_lag2）**：系数为 **-0.0003**，表明滞后变量2对因变量的影响极小且为负值，几乎可以忽略不计。其 t 值为 -0.201，p 值为 0.842，表明该变量在统计上完全不显著。\n",
    "\n",
    "总体来看，本模型的调整 R²（Adj. R-squared）为 **-0.026**，说明模型对因变量的解释力较弱。F 统计量的 p 值为 0.533，表明整体模型在统计上也不显著。因此，虽然通胀滞后项可能有一定经济意义，但整体模型的拟合效果有限，尚不足以说明自变量对因变量的显著影响。\n",
    "- **通胀滞后项（inflation_lag）** 是三个变量中对因变量影响较为显著的，但仍未达到传统统计学标准（p值<0.05）。\n",
    "- 其余两个变量（another_lag1和another_lag2）对因变量的影响非常弱，t值和p值均显示其不显著。\n",
    "\n",
    "---\n",
    "\n",
    "### **4.2.2.3. 残差分析**\n",
    "\n",
    "1. **正态性检验**：\n",
    "   - **Omnibus（1.946, p值0.378）**和**Jarque-Bera（1.187, p值0.553）**：残差正态性检验的p值均远大于0.05，表明残差分布未显著偏离正态分布。\n",
    "   - **Skew（-0.137）和Kurtosis（2.081）**：残差的偏度和峰度接近正态分布特征，未表现出严重的偏斜或重尾。\n",
    "\n",
    "2. **自相关性检验**：\n",
    "   - **Durbin-Watson（2.448）**：接近2，表明残差中不存在显著的一阶自相关。\n",
    "\n",
    "3. **多重共线性**：\n",
    "   - **Cond. No.（189）**：条件数用于衡量共线性风险，通常条件数大于30时表明可能存在共线性。本模型的条件数为189，说明自变量之间可能存在较高的共线性。\n",
    "\n",
    "---\n",
    "\n",
    "### **4.2.2.4. 经济意义和模型局限性**\n",
    "\n",
    "1. **经济意义**：\n",
    "   - 从系数符号看，滞后通胀率（inflation_lag）的系数为负，可能表明较高的滞后通胀率对当前美国股票收益有抑制作用，但这一结果尚不显著。\n",
    "   - 滞后变量1和滞后变量2对股票收益的影响均较弱，且没有明确的经济意义。\n",
    "\n",
    "2. **局限性**：\n",
    "   - 样本量较小（31个观测值），可能导致估计的不稳定性。\n",
    "   - 自变量的解释力非常低（R-squared和Adj. R-squared均接近0），可能遗漏了关键的影响因素，如市场情绪、政策变化等。\n",
    "   - 多重共线性可能会影响模型的估计结果，导致系数不稳定。\n",
    "\n",
    "---\n",
    "\n",
    "### **4.2.2.5 模型改进建议**\n",
    "\n",
    "1. **变量筛选**：\n",
    "   - 引入更多可能相关的变量，如利率、政策变化指标、股市波动率等。\n",
    "   - 针对滞后通胀率（inflation_lag），可以尝试进一步细分为核心通胀和非核心通胀。\n",
    "\n",
    "2. **模型复杂度**：\n",
    "   - 考虑通过特征选择（如逐步回归或LASSO）降低模型复杂度，去掉不显著变量。\n",
    "\n",
    "3. **时间序列特征**：\n",
    "   - 如果数据具有时间序列特性，可尝试使用ARIMA、VAR等时间序列模型，进一步捕捉滞后效应。\n",
    "\n",
    "4. **更大样本量**：\n",
    "   - 增加样本量以提高模型的稳健性和解释力。\n",
    "\n",
    "5. **非线性关系**：\n",
    "   - 考虑使用非线性模型或引入交互项，进一步探索变量间复杂关系。\n",
    "\n",
    "---\n",
    "\n",
    "### **4.2.2.6 总结**\n",
    "改进后的三变量模型虽有所提升，但R-squared仍然较低，整体模型效果和变量显著性仍不理想。滞后通胀率在经济上具有一定解释意义，但尚不足以支持稳健的预测能力。建议进一步优化模型，并探索其他可能的关键经济变量，以改善对美国股票收益的解释力。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **致谢：**\n",
    "#### **衷心感谢程航老师在整个学习过程中给予的倾情指导！您的细心教学和不懈努力，为我们打开了知识的大门，带领我们探索了未知的领域。每一堂课，您不仅传授了丰富的知识，还用生动的语言与深刻的洞察力将枯燥的理论转化为充满活力的内容，极大地激发了我们的学习兴趣。您的无私分享和细致入微的教导，不仅让我们受益匪浅，更在我们的学习和分析方法上留下了深刻的印记。您的认真与热情感染了每一位学生，帮助我们建立了更为坚实的知识基础，也为我们未来的学习道路指引了方向。再次感谢程航老师的辛勤付出，您的教诲将永远铭刻在我们心中，成为我们不断追求卓越的动力源泉！**\n",
    "#### **祝您工作顺利！学术跃进！**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
